{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Linear Regression\n",
    "**Author:** René Kopeinig<br>\n",
    "**Description:** Time Series Prediction using Proba-V NDVI (Normalized Difference Vegetation Index), Landsat 8 NDVI and CHIRPS precipitation Time-Series."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import Dependencies\n",
    "import ee, datetime\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.dates as mdates\n",
    "import statsmodels.formula.api as smf\n",
    "from IPython.display import Image\n",
    "from matplotlib import dates\n",
    "from pylab import *\n",
    "from numpy import fft\n",
    "from statsmodels.tsa.stattools import adfuller\n",
    "from pandas.tseries.offsets import MonthEnd\n",
    "from sklearn.linear_model import LinearRegression\n",
    "import matplotlib.pylab as plt\n",
    "ee.Initialize()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "def normalize(x):\n",
    "    normalized = (x - x.min(axis=0)) / (x.max(axis=0) - x.min(axis=0))\n",
    "    return normalized"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load Proba-V, Landsat 8 TOA and CHIRPS  image collection and point geometry\n",
    "Selected Location of point is from the Proba-V Footprint X18Y02 in Luxembourg, Europe. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set start and end date\n",
    "startTime = datetime.datetime(2013, 2, 3)\n",
    "endTime = datetime.datetime(2018, 4, 15)\n",
    "\n",
    "# Create image collection\n",
    "l8 = ee.ImageCollection('LANDSAT/LC8_L1T_TOA').filterDate(startTime, endTime)\n",
    "precipitation = ee.ImageCollection('UCSB-CHG/CHIRPS/PENTAD').filterDate(startTime, endTime)\n",
    "probav = ee.ImageCollection('VITO/PROBAV/C1/S1_TOC_100M').filterDate(startTime, endTime)\n",
    "# Create point in Luxembourg (Proba-V Footprint: X18Y02)\n",
    "point = {'type':'Point', 'coordinates':[-99.545934,20.572173]};"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Retrieve information, reshape & calculate NDVI and extract precipitation information\n",
    "Retrieving information from point geometry with a buffer of 500m over image collection. Reshaping data and calculating NDVI from **RED** and **NIR** band."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "info_l8 = l8.getRegion(point,500).getInfo()\n",
    "info_chirps = precipitation.getRegion(point, 500).getInfo()\n",
    "info_probav = probav.getRegion(point, 500).getInfo()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/rkopei/venv/lib/python3.7/site-packages/ipykernel_launcher.py:24: FutureWarning: how in .resample() is deprecated\n",
      "the new syntax is .resample(...).mean()\n"
     ]
    }
   ],
   "source": [
    "# Reshape Landsat 8\n",
    "header = info_l8[0]\n",
    "data = array(info_l8[1:])\n",
    "\n",
    "iTime = header.index('time')\n",
    "time = [datetime.datetime.fromtimestamp(i/1000) for i in (data[0:,iTime].astype(int))]\n",
    "\n",
    "# List of used image bands\n",
    "band_list = ['B5',u'B4']\n",
    "\n",
    "iBands = [header.index(b) for b in band_list]\n",
    "yData = data[0:,iBands].astype(np.float)\n",
    "\n",
    "# Calculate NDVI\n",
    "red = yData[:,0]\n",
    "nir = yData[:,1]\n",
    "ndvi = (nir - red) / (nir + red)\n",
    "\n",
    "# Reshape NDVI array into Pandas Dataframe\n",
    "df = pd.DataFrame(data=ndvi*-1, index=time, columns=['ndvi'])\n",
    "l8_time_series = df.dropna()\n",
    "\n",
    "# Resampling\n",
    "monthly_landsat = l8_time_series.resample('M', how='mean')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/rkopei/venv/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: how in .resample() is deprecated\n",
      "the new syntax is .resample(...).mean()\n",
      "  from ipykernel import kernelapp as app\n"
     ]
    }
   ],
   "source": [
    "# Reshape Chirps precipitation data \n",
    "header = info_chirps[0]\n",
    "data = array(info_chirps[1:])\n",
    "iTime = header.index('time')\n",
    "time = [datetime.datetime.fromtimestamp(i/1000) for i in (data[0:,iTime].astype(int))]\n",
    "\n",
    "band_list=['precipitation']\n",
    "iBands = [header.index(b) for b in band_list]\n",
    "chirps = data[0:,iBands].astype(np.float)\n",
    "\n",
    "df = pd.DataFrame(data=chirps, index=time, columns=['precipitation'])\n",
    "chirps_time_series = df.dropna()\n",
    "\n",
    "# Resampling\n",
    "monthly_chirps = chirps_time_series.resample('M', how='mean')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/rkopei/venv/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: how in .resample() is deprecated\n",
      "the new syntax is .resample(...).mean()\n",
      "  from ipykernel import kernelapp as app\n"
     ]
    }
   ],
   "source": [
    "# Reshape Proba-V image collection \n",
    "header = info_probav[0]\n",
    "data = array(info_probav[1:])\n",
    "iTime = header.index('time')\n",
    "time = [datetime.datetime.fromtimestamp(i/1000) for i in (data[0:,iTime].astype(int))]\n",
    "\n",
    "band_list=['NDVI']\n",
    "iBands = [header.index(b) for b in band_list]\n",
    "ndvi = data[0:,iBands].astype(np.float)\n",
    "\n",
    "df = pd.DataFrame(data=ndvi, index=time, columns=['ndvi'])\n",
    "probav_time_series = df.dropna()\n",
    "\n",
    "# Resampling\n",
    "monthly_probav = probav_time_series.resample('M', how='mean')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot Landsat 8 NDVI Time Series"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1282e5c50>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(rc={'figure.figsize':(15, 6)})\n",
    "l8_time_series['ndvi'].plot(linewidth=1.2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot Proba-V NDVI Time Series"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12857d470>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA28AAAFaCAYAAACJ52XLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nOy9eZAsV33v+c211t5v992vpCuxCMQ6sgAvYDASOB4aOR623yNsv8AG20PEeBi/iRnb2B78iMHjCI+xh4eZ8GB4tkE8wJhtwKzmWQILJEBG0tWOdPfbt2/f3mqvXM6ZPzJPVi4ns7Kqq7qr+/4+EQrdriUruytPnvM7v+/v+1M45xwEQRAEQRAEQRDERKPu9gkQBEEQBEEQBEEQ/aHgjSAIgiAIgiAIYg9AwRtBEARBEARBEMQegII3giAIgiAIgiCIPQAFbwRBEARBEARBEHsACt4IgiAIgiAIgiD2ABS8EQRBEARBEARB7AH03T6BOBsbTTB27bSeW1ioYm2tsdunQaRA389kQt/LZEPfz2RC38tkQ9/PZELfy+SyX78bVVUwN1dJfX7igjfG+DUVvAG45n7fvQZ9P5MJfS+TDX0/kwl9L5MNfT+TCX0vk8u1+N2QbJIgCIIgCIIgCGIPQMEbQRAEQRAEQRDEHmDiZJMEQRAEQRAEQVybuK6DjY1VOI6V+borV1QwxnborEaPqmoolaqoVmegKEru91HwRhAEQRAEQRDERLCxsYpisYxK5VBmUKPrKhxnbwZvnHO4roN6fRMbG6uYn1/K/V6STRIEQRAEQRAEMRE4joVKZXqgbNReQ1EU6LqB2dkFWFZnoPdS8EYQBEEQBEEQxMSwnwO3MIqiAhjMMZOCN4IgCIIgCIIgiD0ABW8EQRAEQRAEQRBD8uEP/xU+/OG/Sn3+c5/7ND73uU+P5LPIsIQgCIIgCIIgCGJM/NzP/fzIjkXBG0EQBEEQBEEQOLdSx5PnN3H7rcd3+1Qmhgcf/D4++tH/gmKxiDNnTuPGG2/Cu9/9Xvz93/9XfOELn8XMzCympqZw880vxN///Sdw/vxZ/Mf/+DsAgA984C9w4MABNJtNAMDb3vab2z4fkk0SBEEQBEEQBIHvPraCf7jnGdiOu9unEtDq2Niod0f+X6tj5z6HU6cexm//9v+Gu+/+NFZWLuPuu/8WX/rSF/CRj9yNv/iLD2J19QoA4PWvvwPf+tY9cF0XnHP88z//E17/+jeO9O9BmTeCIAiCIAiCIHD6Ug2WzfDU+S288Ib53T4duIzhf/1/7kO7O/pgslTQ8P53/hQ0tX8u64YbbsTS0kEAwHXX3QDGGF75yp9AuVwGALz2ta+H67qYm5vHc57zXDz44PdhGAaOHz+BAwcOjPS8KXgjCOKaYKvRxVqti5NHpoPHGm0bl6428dzjs7t4ZgRBEASx+zDGcWaljmrJwCPPrk1E8KapKv70HT+Orp1sxr3dJt0FQ80VuAGAaZrBvxVFQalURqNR752npsF1vQDzjjt+Ft/85teh6wbuuONnhz6/NEg2SRDENcG9D13CR7/2ZOSx7z1xBR/50uO7dEYEQRAEMTksrzXRtVzc8WPH8ciza7t9OgHlooG5qcLI/ysXjaHPSdNU3Hfft9FoNNDtdnHvvf8teO6nfuo1+OEPH8QDD3wHr3nN60bxJ4hAmbc9zIe/9BjecNsJHFus7vapEMTEIzTuYWpNC5vNLjjn10xDUIIgCIKQcXq5jqW5El75goP4zL3P4upmGwdmS7t9WhNJtTqFX/iFt+Dtb/8PmJqawsGDh4PnCoUiXvSil8CyrEBWOUooeNujdCwH//LIZRyYKVHwRhA5WK93UWtacFwGXfNEB7WWBctm6FguSgW6HRIEQRDXLqeXazh5eBoHZks4vFDGI8+u4bUvP7bbp7XrvPzlt+LlL781+Pn3f/+Pgn+/+c2/KH3Pu9717sjPo3CZFJBsco9y6WoLAPDkuY1dPhOC2Bts+lm3zUYv+1ZvWgCALf//BEEQBHGtcnq5husPe3XhLzq5gEeeXd/lMyJkUPC2R7mw2oCmKnjmUm2i7FwJYlJZ94O3sHSyJoK3Rlf6HoIgCIK4FrAdhvNXGjgZCt4eP7sBexuGIMR4oOBtj3JxtYkXnVwA58Czl2q7fToEMdHYDkOj7fVziQRvLe+xzQZl3giCIIhrl/NXGuAcOH7QK8V57vFZcHA8dWFzl8+MiEPB2x7lwmoD1x+ewk1Hp/HkORpYBJGFkEoeXihjvRaSTbZINkkQBEEQp5drOLZYQcHQAACGruLmE3N45JndcZ3knO/K5+40nDMAgxmmUfC2R7m42sCxxSqed2IOT56n4I0gstiod6FrKo4vVYPMm+MyNDsOlmZLJJskCIIgrmnC9W6CF924gFOnd77uTddNNJu1fR3Acc7hODY2N6/CNIsDvZfs1fYgtaaFWsvGscUKygUd//jds7AdBkOnWJwgZGzUu5itmpifKuLqVhsAUPclk8eXqiSbJAiCIK5pTi/X8IbbTkQeu+XkAj72taewttXBwsxgAcZ2mJtbxMbGKhqN7OSEqqpgbO/W5KmqhlKpimp1ZqD3UfC2B7m42oBpqDgwW8LcVAGce4Puucdnd/vUCGJX+cb3z+PGozO4IbZ7uFHvYt5vyvn0RW8yEGYlx5aqeHrMmv6nL2ziwmoTr33Z0bF+DkEQBEEMSrvr4PJaC9cfmoo8vjRbwsF5r2XAT+/g/KVpOg4cONz3dYuLU1hdre/AGU0WlKrZg1y42sTRAxWoigJD13DyyDS1DCAIAPeduoynJTLijXoXs37wJmST9ZaFSlHH/HRh7DVvj55ex/ceXxnrZxAEQRDEMJy5XIehqzi6WEk896KT83jk2d2peyPkUPC2B7m42sDRUGPu55+YxRNkWkIQsBwGJpHIb9Q7mJ8qYm6qgM26BcY4tpoWpismZioFbI1ZNtmxXOl5EQRBEMRuc3q5hhOHpqCpybDgxScX8NjZDTju3pUn7jcoeNuDXFht4tiB3u7I847P4pmLWxM5sB49vY71Wme3T4O4RrBsF0xS4LzR6GXeGPcCt3rLxlTZxGzVRKNtj3X8eMEbRW8EQRDE5HF6uYYbDk1Ln3veiVlwxqWqFmJ3oOBtj8E4x8WrTRxd6mXeji1VYTksaEI8SfzdV5/APz14YbdPg7hG6NouXEmKa7PexdxUATNVE4riyShrLQvTZQMz1QIAjDX71rVdcEq9EQRBEBPI6eUabjgyJX3O0DU8/7o5PPLszrtOEnIoeNtjrG110LXcSOataHo9OWzb3a3TktK1XKxudqgPHbFjWDZLBEmMc2w2LMxNFaCpKmarXt1b3ZdNTpUMqIoysrq37zx6GV++/2zksU7XSc28tTo2/q9P/CtsZ/Iy58Te5hP/9DS+++jl3T4NgiAmmK1GF+u1bsLoK8yLTi7gO49dxuNnKICbBCh422OcW6l7dTp+tgAAdE2FAq/eZ5K4eLUJADizXEfHcnb5bIj9DudcKpusNy24jGPOHzOeaUkHWy0L02UTqqpgqmIM1eut2bHR6tiRx569WMNTsQ2LjuUizc14s2HhsTMb2KiTvJgYLc9equHj33gazdg1ShAEITi9XEelqGNptpT6mp968WG84uaDeN+nHsJffuYRKofZZSh422OcXWnguoPR1LaiKDANDdaEZd4urDZwcL4Mw1Dxowtbu306xD7HcRk4kAje1utdKABmqiYABI6T9aaNqYr32GylgM0hMm+fufdZfPZbpyOPdW0X3dhYzKp5E4+P2/GSuPZgnKPRtvH5b5/u/2KCIK5JRHNuRVFSX2MaGv79zzwH73nbbai1LPzNl5/YwTMk4lDwtsc4t1LHiYPVxOOmoaJrT1jmbbWJ6w5W8ZxjM+SGSYwdcf3HM1yb9S6mKyZ0zbvdieCt5mfeAC+wGybz1um6icybF7xFT6KTYqTina8fvFGjcGLEMMZx281L+G8PXgyUEARBEGFOL9cyJZNhDi9U8G9ffRJPnNtMbFISO0fu4K3RaOBNb3oTLlzwzCd+7/d+D3fccQfuuusu3HXXXfj6178OALjvvvtw55134o477sCf//mfj+esr2HOrtQTmTcAMPXJzLwdPVDB80/M4cnz1IeOGC/i+mcsmXmbnerJjOemClivdVBvWZiuGACA2aqJzSGCJ5exhFy5a7uJsdixnMR59Y7hPb45RPBIEFkwzvH86+bwsucu4hPfeAqcHE8JggjBOfeDN7lZiYwbj85A1xQ8Re6Tu0au4O2hhx7CW97yFpw5cyZ47NSpU/jYxz6Gz3/+8/j85z+P22+/HZ1OB+9617vwwQ9+EP/4j/+IU6dO4Z577hnXuV9zbDW62GpYOHFIErwZ6sTtgly82sSxxSqed3yW6t6IsSOCqHiGa7PRxXwseLt4tQnH5UHmbbpSQG0I2aLr8oTRiJUqm5Qfg2STxLhgDFAVBb/42hvx+NlN/OgCLbYIguixutlGs+PkzrwBns/CzdfNUePuXSRX8PapT30K7373u7G0tAQAaLVauHTpEv7wD/8Qd955J97//veDMYaHH34Y1113HY4fPw5d13HnnXfiK1/5ylh/gWuJsysNlAo6FmeKiecKhjZRhiW1loVa08LRxQquOzQFXVPxo4tU90aMj7TM20Ys8zY/VUSz420kTPnBm5d5Gzzz5TKeyLJ1bRcdq/cY4xyWld4qgGSTxLjgnENVFByYKaFgami0xmtcsrrZxupme6yfQRDE6Di9XMfcVAGzIRO8PNxywzwePU3Ok7uFnudF733veyM/r62t4ZWvfCXe8573oFwu4zd/8zfx6U9/GuVyGYuLi8HrlpaWsLKyMtAJLSwk67n2O4uL+dLVaw8t46Zjs1haSu6QVMomzIKe+1jjZvlHqyiYGm6+aQmqquCFJxdw/moLr73t+t0+tYGZlL8pESX+vaz6wU+haESes1yOEwvV4DFX9fasDF3FiWOzUBQFJ47MoH7/uYG/a1VXwW0l8j6HcVgOCx5rdx1wAFAV6fEv17ygsWW7++pa20+/y15FURXMzJSwuDgFXVPAOB/r9/LJf34GAPA//sJLx/YZ+x0aN5PJfv1emvYlXHdoeuDf79W3nsBHv/YUuK5haa48prPLx379brLIFbzFOX78OP7yL/8y+PlXfuVX8LnPfQ5vfOMbE6/Ncq+RsbbWSK0N2Y8sLk5hdbWe67WPPXsVh+dL0tcr4FjfaOU+1rg59fQqjiyUsbbWAADccKiKf33iCn72x47v8pkNxiDfD7FzyL6XK6vetdZsWZHnOh0b3a4dPMb8DPVU2cDVq957FJdhs97FypUa1AHuWe22jVbbjnxeq23Dst3gWCKj5ziu9FpaX/eMJFbXJ2f8bhcaN5OBbbtoNjq9a5/xsX4v9UYXnIO++yGhcTOZ7OfvpV7vgjE28O+nATg4V8K93z+H17z06HhOLgf79btRVSUzmTWU2+STTz6Jr371q8HPnHPouo6DBw/i6tWrweNXrlwJpJbE9jmXYlYCAAV9smSTF1ebOLrYu/Ced2IOp5dr6FqTVZdH7B96ssnoOHAZh6b2AjJDVzFdNgLJJADMVEy4zLNVHwTXZRLZJIucj5BQpm1KUc0bMS4Y51D9a19VlLFvjDoug5vW0JAgiIkjPj8Owi03LODUsySd3A2GCt445/jjP/5jbG1twbZtfPKTn8Ttt9+Ol7zkJTh9+jTOnj0L13XxxS9+Ea9+9atHfc7XJK2OjdXNjrRNADB5hiUXVxs4dqAS/Hz9oSlw7jlQEsQ46DoiSIo+7jKeyKbNThUwUwkFb34PuEHrzlxfIhk5D38ciiBObFikGpb4T3jNxGnhS4wOYVgCeDu5ae0qRoXLOBz32lHOEMReh7HeBs+gvOD6OTxJjpO7wlCyyec///n4jd/4DbzlLW+B4zi444478KY3vQkA8Cd/8if4rd/6LXS7XbzmNa+RSimJwTm30oCpqzi0INcWT1KTbs45Llxt4ueWeoGmrqnQNQWOS4tTYjxYttxtkjEOTYtOTvNTRVRKvdufoWuoFHVsNbo4vpS/7tZhUbdJFvq5G2TenOA5GS7jUABwALWmjbmpwQrHCSINxnlQuqAqyY2NUeO6fOwBIkEQo8NlbOjM28H5MhptG+2ug1JhqHCCGJKB/trf/OY3g3//0i/9En7pl34p8ZpXvepV+MIXvrD9MyMinF2p49hSFZoqT5aauoZ6azJkV2tbHXQtN5J5A7zi+WuonJHYYQLZZGzxKJOFvOalR2Dq0bE0Uy0M3OvNdRksp7dpEs5+W37Gre3/P63HFmPAdMVErek5tFLwRowKTzbp/VvZIdkk3eIJYu/gbiPztjDtOZ+v1To4tnjtmQ3uJkPJJomdJ6veDQAKZrpscqPexR9/9Ac7tiN6YbWJasnAdEiWBvg7v7QrS4yJoM8biwdvLDE5veSmA7j5+vnIYzMVE1vNwdoFuIzDtlkQmIWz3x0hn7TkQaWAcQ5DV1EtG9SomxgpPCQZVlUF7g7IJl1SVxDEnoExDm1AY0FBwdQ846+tzojPiugHBW97hLMrjdR6N8DLvKUZlqzVOvjRxS20OjvTJPvi1QaOLVYSTqOqoqRmHwhiu6T1ecs7Oc1UzcFr3lwODgR1PiJgUyCTTaYcww8uveBx97LnF1cbVHO3z2AcO25YQjVvBLF3kJUVDMKBmSLWKHjbcSh42wM4LsPltRaOL6Vn3rJq3sRO6E7JKi/EnCYFnmxnR06BuAbp2nJjEDfn5HRovoynL24NtMHg+Be0kE6KLFu1bASyyY7lQkF65o0zQFMVX7a5O5m3RtvGH/2X7+Hp81u78vnEeGChzJum7kTwxqmumSD2EJ5scvhQYGGmRMHbLkDB2x5gbasDxjkOzpdSX2MaamDYEMcOgreeDbplu/jkN58ey2R+cbWBo4uVxOM74XZGXLsEhiUJ2WQ+Tf9PvfgILlxp4OkL+QMY1xVySRb8X1MVlAt6KPPmolTQMw1LVFXB7C5m3n7w5BVPAkoL730F4xzi0leUnXCbZHCpsJkg9gzbkU0CXubt6lZ7hGdE5IGCtz3AykYblaKOStFIfU1B11Jr3oSMJRy8XbzaxFcfOI9GZ7C+Vv1wXIbltZa0eFVVvBoMghgHaYYljPFUo58wc1MF3HbzQXz1gXO5P1MsVG2RebNdmIaGgtEbj10RvGXUvKmKl3kbVLY5Ku5/bAUAaOG9z4j0eVPTHU9HhUuZN4LYU2zHsAQQwRtl3nYaCt72AFc2WliaS8+6AX7mzUkJ3vxauHq7tzBcr3mDzR1xfcLKegsu4zh6gDJvxM7STTUsyd+E9A23HccPn76KlfVWrteLhaoVag9QMFSYphb0eetYDspFHZzLHSfF5DlTMbG1C7LJjXoXT57b3JGaKGJnYQyhVgHjv/86LkvMKV+5/xz+9itPjPVzCYIYju006QY8x0kK3nYeCt72AFc221iak/d3ExQMLVU2Kepywpm3tZq3SBy1M9iF1SYWpovSnh8KFFDsRowLy3aha8kF6iBNSE8cnMLzr5vD179/Ptfre5m3cPDmZ958o5KO5aLsjwfZ9c/8yXOmag7cqmAUfO/xFRw+UMHclEnB2z6DRzJv4w/OXcaD+Uaw2ehio04uqgSRhwurDVzOuXk4CrbTpBvwMm+Nth3UexM7AwVve4ArG20szvbLvGUZlgjZZDLz5ox4Mr94VV7vBviyHYreiDFh2S6KZrK2bNCdxTfcdhzffmQZjXZ/SXGv5q0nmyyYQjYpMm9usJkhu/7F5DlbLWCrae24I+v9j6/gtpuXKDO+DwkbluyW26TLeOrcRBBElC9/9yz+v385vWOft+3M24zX6+1qjbJvOwkFb3uAKxttHMwlm2TSxZcwIWiEMm892eSIM29XmqnNGkmWRYwTy2EomprUbXKQncVbTi5gYbqIe354MfN1jPNgvInMm2WFMm+hVgHloh+8Sa5/l4maNxOOy9Dq7kxLDwC4utXG6eU6XnHzQaiqSjVv+wjOvTYWotxzJ/psOm6yz5vLeDA+doJHz6zjY197csc+jyBGics4Lqw2d+zzGN9e8FY0dVRLBtbItGRHoeBtwmGM4+pWu3/Nm64BgHSSlGXehGxy1D15sjNvtLNPjA/LlhuDMMahDzA5qYqCO37sOL7xgwuZ5gvh2p4gyyZkk6YWcZssZ2TeuD95zvhN7XdSOrm60UbB0HBwvrwjVvLEziGutXCT7p2RTcYyby5L7UEaxnHZttvZ2A7D333lCZw6vb6t4xDEbsEYx/Jac8d6bm7XsAQg05LdgIK3CWe93oHjciz1lU16X6VMnuJIWgWs1/3M2wgn847lYHWz0yfzNrKPI4gIXdv1Mm8J2SQbeHJ61QsPgTEeuDDKCE+uYbdJL/OmBmOxY7mhzJvsON7kWTR1FEwNtR00Lam3bUyVPRdbVVEo87aPENeaCN6UHfh+XZcNnXl74PEV/Nknf7itz//a985hdbNDjpfEnsVlHI7LsbK+M5ks12XbyrwBFLztBhS8TThX/J3xaX9XPg3T8DJvsnYBQfDm1/DYDgssyUe5u3PxahOqouDQvNxcRVHkbnsEMQosm6XWvA0avJmGhte+7Ci++sD51GtWLIQLhhZkFiyL9VoFWL2Arm/Nm7/Anq2Y2NzBXm/1lo2psndvoczb/kJca0rYsGTsfd68hWd4zHjBW/+at1rTxuW11tBzxEa9iy/edxaveuHBwGGZIPYa4vK/eHVnpJPbNSwBvLo3Ct52FgreJhzPabIU2D2nUfBlkzLHScflKBU01FueGcJGaGd/lLLJi6tNHFoow9Dll9VOWFUT1y6W42feQtcY4xycA3qOPm9xXvfyY7i83sJjZzekz4uxUypoUbdJU1LzlhG8hQvGd7rXW71l9TJvZCi0rxCBuFiXjVv5wDgPNjTC15GTUzbZ7jqwHDZ0o/rP3PMMrjtYxatuOQR7xOUABLFTiDF04UpjZz6Pj0I2WcIaBW87CgVvE86VjXZfySQAGEI2KdnhdFyGuakiHJejY7lY3+rA1FVUivpIM28XVhs4llLvBng7wLSxT4wLL/OmRRaowQJ2iMlpumLilS84iG89dEn6vJCHlQp6MO6CPm9+8MY5j8gmZU3qw42UZ6smNndSNtkKySZVkk3uJ0QGK2gVoIy3SXe4BjS8Kei6PHfwBgCrm4PLxZ48t4HvPLqCt7z+uTA0lWSTxJ6FcU+JsZOZt0FqwmUszBQzDUtqLQu//6HvUjuBEULB24RzZaO/WQng7aqaupqSeWOYq3rSqHrLwnq9g/npIjRNHXnmTdacO3yOJMsixoHjMriMo1TQE5ItYLjgDQCOHKikZsLEsYumDtuW9HmzGSybgXOEZJPJ44RlK9MVE7UdlU1aPdkkjc99hfgqI4YlY8yshjcCw3VvLuPB+Mii7fdFvLIxWPDW7jr46y8+jjfcdhzXHZqCrqtwHEYSfWJHOHO5lrlZ8MylrYGuRcY4Di+UcWF1hzJvIzIsqbVsadkO4G0SLq+1cOHqzvxO1wIUvE04VzbaWMwRvAHpvd4cl2OqYkJVFNRbNtZqXcxPF6BrSmS3dLtcutrEkQNysxKAZFnE+BCbFkVTi2SPRDAybEF2wdTQSeuf6B+7XAjVvPmyyaLp1byJ9/ZvFeD9e7Za2NHMWy2WeaPgbf/Qk03uTJ83Jy3zxrwWNv2yYZ2uN1YGzbx9/OtPoVTQ8XM/dRIAYGgqOEZrxkUQafzZJ36Ix87I3U1th+GP/+4HA2XRXMZx/GAVqxvtHclUjaTmbdrr9ZYmnRSKk4s72AJhv0PB2wTDOceVzRYO5pBNAp7jZDcl82ZoKqplA/WWjfWan3lTlZHJJlsdG1tNC0cOyM1KAM/tjGI3YhwI2WLRjLYKcLcbvIVcI+M4YdmkHXWbFLLJjp9NyKp5C/fZmamY2Biy5q3ddfA3X348dUxv1Lv4xD89HXms3rIwHTIsSVvwMsbxd195gmQvewgWk00qYw7Ow9m2cKAmNgj7OU6KzNvqZv7amVOn13D/4yv4jTtfENRa65qaOAeCGAdd20Wz46CTcl90XAYODHTfZJx7CiYFuLQ2/mBnu026AW8OrJaMVNMScS/aqWzitQAFbxPMVtOCZTMszaUHRGFMXUutedN1FVMlw5NN1rpYmC5C19SRZd6W11vQVAWLGYEmySaJcSGCp2Ih2ipg+8Gbnjoxi7FTLOhB5q1jRVsFiGxCX7dJ//yuOziFK+st1Ibod/XkuU3c+9Ayak1b+vz5Kw18/XvnI3+fcM2bkiGr61gO/vmHl4IWI8TkkzQsGa/ywZWMu/C/+9W9tbsOlmZLWB2g2e+FK02cPDKDY0s9xYfuB3E72RicuDbZ8lUSaXJBsYGQp+ZTwBhH0dRxcG5npJOjkE0CXvZtrZYdvFHmbXRQ8DbBrG11oCoK5qYKuV7vZd6SNxHX5dBVFVNlA/W2yLwVoKnKyHYnL6+1sDhbCnY9ZajUKoAYEyLjXDKjNW/bMSwBgIKppu6auoxDAVA0tMAK3Qo16bYcho7lwNTVYFzINi/CrQKOLlYwUzXx2BBNhp9d3gLgZcFlWLYLDqDhtwxhjKPZtnPVvPVcBAc+LWKXkLYKGKtsMiXz5meC7ZQFrqDddXHCl4vlJZy1FhhB5o0uVmK8bPoqCZnXANC7bw6ykSA2844tVnYk2GGMQxvCjTmO1+tNPnaFGOQiZd5GBgVvE4xluzANNffC06t5S94kbJdB1xVUyybqLQtrtZ5hyajqApbXWji8kJ0hzCqYf/ZSDcs7IBEg9ieW7QamPeFLWiwch828FQ09c1dV0xQYhhrsrHbtXp83wMueF0wtCM6khiWhBaiiKLjlhgWcSgne7ju1nBpMPnOxBgBodhzp82IBIQxRGh0bHMBUqb/bpFj0y9wyickkYViygzVvruTffTNvloMTB6ew1bRSx1wcmeRLyCdtkk0SY0a0tegnrc/T51DA/Broo4vVHQl23NDm4XbwHCezM2+1lr2jhlz7GQreJhjbZak902QUUgxLwpm3KxttdCzXk02OMPO2vOb1eJuSdFIAACAASURBVMsia/Hw5e+exbcfXh7JuRDXHmKjQ4kFIKMwLPEaDyfHics4NE2FqUf7vBXNaPBWNDWIjU1Z8BOXrdxych6nTq8nNjoY4/jrLz6OL37nTOIYjHGcXvaCt1ZK8CYk1UKSWfcn0TxNumX9u4jJRlxr4eDN3SHZpBN2nsyZfeh0XRz35Y9Xc5qWuC5LbG7qmvczNeomxs1mH9lk3o2LMKJ1zLHFCi7sQLsAxjg0bfvB23TFRL0lV30wf5PFNFTKvo0ICt4mGNsZLHgzdTW95k1TMFUycOZyHQAwP1UYeebtyEJ6mwAg27DEZZzcwYih6Tpexiu+QbDdVgEFv3+irO7NZQy6Klp0uGCMw3ZYYFgCeFmuoqlDCTJv2bJJAHjB9fOoN61Ek1bxu3z1gXO4ElvcLq810bFczFRMNFNlk37mTQRvLRumoaJgeueaK/NGQ3TP0DMsQfD/nZBNqkrUxdjJEby5jKFru5itFjBdNoLr+/RyDf/vFx5NfZ9MNkmGJcROIdrIpAVnvcxb/mtRZJOPLlax1bACmfu4GIVhCQDfQ0H+e3LuBYhHFiq4QHVvI4GCtwnGdlig389DIUU2GRiWlE1s1LuolgyYhjaymjfHZVjdbOfIvKXv3LuM51pYtDoOpd2JBJbtwtRVqCqkfd6Gz7zpwfHjOK436Rm6J5sUu6+mofYybw1fNqmmB2/xzFu1ZOCGI9MJ6aR478JMCZ+MuUY+c6mGQ/NlHJgt9s281X1Dk3rbxlTJDJ7PkjWLjA1l3vYOO90qwPXHg64rMbdJYdqQLh0TmyOlgobFuVLgOPngU6t48vxm+mdKFp6aqkABySaJ8SMMS9Jkk0PVvHFvrC7NlmDo489UjaJVAOBlvJ2MzT9VUXBssYqL1OttJFDwNsEMnHlLsTV3QrJJoNeTQx9R5m11sw2XcRyeH77mzWUsl6Tnc99+Fh//xlNDnSexf7FsL+OlKdFrrCebHO5WV/SDMGnmzfVlk/6miRh7BUODrinQVAW1li+bFJk3yRzOeDK4vOWGeZx6di36Ov93+XevvQkPP7OGR0O9hZ69tIUbj0yjUjQGyLxZwT0ByDYsEY9T8LZ3CGrewq0CxtykW9MU6KoaWcTlcZtsd70Nh1JBx+JsKej19vSFrcw5ynWTC09FUYJG3QQxTvrJJp1ANjlIzZsnBVZVL4CLqyxGjcs4tBHUvOla+pgTAemxRcq8jQoK3iaYQWveTF2T9nmzhWzSr22Zn/bcK73M2/Yn8+W1FmYqJspFI/N13s6v/DmWM/N2+lINra48s0Bcu1iO68kmY9I/8e9h5ybDl01KXVwZ83T8ugrbcYPXFEwNiqLANDRsNTzZJOBf/31aBQhuuWEBT1/YCvrEAb2M4uEDZbz+1mP4xDeeDsbMs5dqOHl0BuWinpp5ixuW1Fs2piuxzFtfwxLp08QEshtNunVVhaYpEfmUm0M6JlpqFE0dizNe8Oa4DKeXa5nnnOaUp2squU0SY2ezaaFS1FPdJoeRTYZl9JqWLmUfFaNqFaCpGZk3v47v6GIVF682wTiH7bj4h3ueIXnzkFDwNsEMKps0Uw1LGHRNlnkbTZPu5bVmX6dJIHvn18lR8+YyhvNXGqk3SuLaxcu8qVBiGwRCVqUMGb2pioKCoUkdHoVhiaGLtgC9zJv3fxVbzS6KQU1Z/1YBgkMLZbiMoxYqAA8koIqCO3/8BqzVOnjwqVW0uw4urjZx8vA0KgUj1W2yK2ST/jFrLStwmgSym3STYcneI2gVEPR5S988GwXCfTUeOAWZtwwHyVbXga6pMHQVS3Ne8HZ2pQ7bYdmZN0nNGwAYmkKySWLsbDUsLM2VRy6bFNe0pipjd/gVZiLbxRv3KZk330Hz2GIFXcvF2lYH/3LqMr70nbOpveGIbCh4m2AGlU0WDDVYoIVxXO4HbyLz5gVv2oiadF9ea+FQH7MSILvPW57M2/LVVqS2iCAEXbuXeYv3edvuxFQwVHSkcmTfsMRQYTsMlu1l4oRhQsHQUGvagfRSVRTp9S8zXRA/h8dEWAZXLur46ZcdxZfvP4czyzUYuopjSxVUSnpqnzfbZlCUnr2116A7Z+aNC8MSCt72CoxzKAqCjQtVHX+Tbl1TE5sAeQxLOpaDUsEbJ55ssoOnz2955icZEacnXU6Ob5JNEuPGcRkabRtLc6UMt0m/3nOADWeX8V5vRiVf5u1jX3sSX//e+dyfIeCce/PPCNwm9VjGPQzj3u80XTFRLRk4f6WBr9x/DgBSW98Q2VDwNsF4wZuW+/Vpfd7Ejmi15Mm3hGxSV5WRBG/L662+9W5A9s5vHsMS4ZSZtYNLXJsEhiUSt8ntSkIKZkpG27dYFi6vXb9Bd/A+QwPjHEV/UaqkBEeycxTBm6ztgViM337rcZxbqePLD5zD9YenoakqykUDzRRZseW4mJsqoO7XvDViNW9ZVvJB5o0cYfcMnCGS0R2/bLK3eRE1LMlT8+aiVPDmp8XZEhyX4XtPXMH1h6f6yiZl4zsrC0AQo0A4TS7OljLcJv2NiwGuxfCGo6dW6v+eq1sdXByirUDgSDuqmreU9STz70WKX/f2pe+cQb1lQVEGa6NA9KDgbYKxfZfIvKTJJh3Xk19qqopXv+QIbjo6A8DTUzvb1NFwznM16Aa8RWeqYYnbXzZ59nLdN2WhwU5Esfzm2JqqgKM3KYm6tO1QMPR0wxLVk03atpcRFrb7AGD6/47WvCWPL1uAip/DO5nxnnVzUwW88oUHcerZddx4ZBoAUMmoebNshgPTxUirgGo4eMtR80Yjb+8g6kwEWYZRo0AY+GhazG2SMRRNLbNRcdtyUPLHyUzVhK6pOL1cw/NOzGbLJhmTmi0YmkqySWKsbDa7UBUFB2aK/Zt0D7DhHKl5y7nh4jI+VEuB7fZBDZO1YcJ573c6eqCK08t1/PRLj6KYsjFK9IeCtwnGdhjMgfu8yTJv3qQKAG/92eePVDZZa1pod52+bQKAbNkO4zkybys13HhkhmSTRIKub1gi1nEslCnafuZNlde8+RltU1fBATTbdtDfDQjXvgnZZEarACVFNhmWgAZ9u3qvfeNtJwAAJ/3grVzU090mHRcLM0VYNkPXclFvWZgOySazmnT3DEso87ZXiNdSKuPOvDHPGEtXe/MK4xycey6SWZtu7W5PNqkqChZnvTnqecfnwHl2ixmpbJIMS4gxs9WwMF0xUls0AfmcVuOEN13ybri4LgsUFYMgxsjYWwVwHvSbPLZUga4puP3HjsPU0/92RDb6bp8Akc7gNW9Zmbfk4NRUBe1tZt6W11owDTUICLNQlfTiW9ftU5jOGM6vNPDGV5zAM5e2hj5fYn9i2S7KBT2YhHiQedt+zVvR0FLcJjl0VQkcKRttO2jqDfSCtmKoCbbUsERS86YoSqLeoSdx6b3u6GIV/8u/fymed3wWAFApGhl93hgWZkoAvF3jejtZ80aGJfuH8IIJ8K6bcTrXub7bpB5yyBNBnJd5y5ZNigw14EnRXJdjfsqT+DPGoUrmsFTZpK5QzRsxVrYaXcxUC56hVb/M24Buk1ooeMszZl3GAyOqQRD381Fk3rSsVgGhjaTbbj6IwwsVzFYLnpJqgDYKRI/ckUGj0cCb3vQmXLhwAQDwyU9+Em9605tw55134vd+7/dgWV7U/4EPfACvfe1rcdddd+Guu+7C3XffPZ4zvwYY3G1Sld5Ewpm3MPoIMm/L6y0cmi/n0kxn93njmQvD5TXPrOQ5x2dh2YwWkUQE0ect3k9NNA7eDgVTl48r323S9OtS6y07UfMGxGWT+VoFAMlgL7B+j732hdfPByYp5aLum6ckz9eyXcxPFaAqCpbXWuAc0T5veWSTNOz2DIxHM29jl036WTAtJJ8SZiOlgp7dpLvrBDVvAHDy8DRefNNCr7l9xqaC3G2Sat6I8bLZsDBbMTMDkJ7bZP4AJazEyNrwjr9nmMybmzKnDIPYtEkz5RKfUSroeK6/2WhmBL5ENrkybw899BD+4A/+AGfOnAEAnD59Gh/+8Ifxmc98BpVKBb/7u7+Lj3/843jrW9+KU6dO4X3vex9e9rKXjfO8rwmG6fMWT0FzzoNWAXG8Pm/bzLxdbeJwDqdJwMsmpO0i9ZNNnr1cx9JcCbNVbyfWdlhkoUxc23h93tTeYo/3MkXblk0aGbJJ320SAOptKxq8iZq3Qjjzljx+mqmKFjMUivftklHxey02O05Ewgn0xsxU2cAlv7h9UMMSkk3uHRhDpEXGThiW6KriyaeC4M37vFJBz868hdwmAeC//8kbAAAr663IceK4GX3eqOaNGCdbTS/zlmYUB4TcJoeUTWq5ZZMczY7j13jnXzP2at62X0Gl+8fwXGejc5QwLImTJTklssn1jX3qU5/Cu9/9biwtLQEATNPEH/3RH6FarUJRFDz3uc/FpUuXAACnTp3Chz70Idx55514z3veg263O76z3+c4g8om/eLP8M6Hyzg4kBhMQHZfp7zkdZoE/FYBqbLJbMOSM5fruO7gFAr+34OKXIkwwrAkHrylLe4GoWDq0lYBYtdf1KU2Epk37/FiqOZNtivJU7IHqhoNpsKtAtIoF739OFm7AMt2Yehey5CLq02Yuho5XzWjpxBl3vYeUsOScbtN+sZYYtNB/L+UQzYZzrwJAuOejOuS3CaJ3WCzYWG2aqJgaHAZl15vTg6n1TDcrxEVU5aSU+osMtyNtlwyn8YoDUtE7ans7+C1LUl+hnBqJgYn16rmve99L2699dbg56NHj+LHf/zHAQDr6+u4++678TM/8zNoNpu4+eab8Tu/8zv47Gc/i1qthg9+8IPjOfNrANtxB8y8ecYJMptmWebNk01ub4K7vNbMZVYCpMvGgP6tAs5faeDEwWrg4EepdiKMsOkXc1DY2n4Ufd7kmTevr5WuqVDg17yZMtmk3yog5fp3edKwBEjKGNNkk2FM3as5kjXqthwvwJ2ueJm3qbIRmVDzNOmmPm97B+43xhXk7Rk1LEI2qYdcjMVcVDT1Pq0CnGCchJH1O4x/pi6teVPhOHStEuNjq2H5mbf0DeVgHOQM3uLW/bkzb/74GFQ6OUrZpCjxkRkFxetvBVlZSyKbbRmWrKys4O1vfzve/OY34xWveAUA4EMf+lDw/K/92q/hXe96F377t3879zEXFqrbOaU9yeLilPwJVcXsTDn9+RiuPzqmZsqBEYEYzEuLU1g8EJU3zkwXoWpa7uPH6XQdrNW6eMFNi7mOUakUYDEufS3nHKqmph6nbTk4fngGRw95bQ6qU6Whz3tQdupziMEIfy8u41iYr2DxgPfY/FwFc9NFlMrrMM3hr3EAmJ8tY61uJY5hFnRUyiaWlqZhGBpaXRcz08XgdfOz3qbGkcMzWJwrwzA0VKrFxHEURcHMTPJ6NnQV1ane6zf8XdWDS9OZ51stmzAKRuJ4tsOwdKCKpfkK7nv4Ek4cmoq8Znq6CE2X/62qF2ve/yXnnwaNm92lulyHHvo+p6aKYCn331FQKBiolEzouoqCf/2JOWl+toTWaiP1sx3GsbhQTTyvFTxZ7+xcOTDbCaNqKqank9dktWJC3+a43y324jlfC8S/l3rbwokjMzh80LsfV6dLiWu04MvYXZ5v3IkA8IA/FkolMxhL2fjBnqkPdP1Y/vsOLk2hXDT6vDob1a/tnp0tYy5mYFepFGBKzm2qWkidcwbhWhwzQwdvzzzzDH79138dv/zLv4xf+7VfAwBcunQJ9913H37+538egLcg1/XBPmJtrXFNNYJdXJzC6mpd+lyrbcHqWKnPx2k0vUDt0vJW4P641fBkq7WtFnQe3eHotG20O3bu48c5e7kOBYAJnusY3Y6Ndlv+eY7L0bWc1OPUmxYcy8HWllcDcflKDcUdaHSR9f0Qu0f8e2l3HXTbFjY2vFqu1asNOF0bW7U2GMt3fabh2i7qjW7iGPVGF7bjYnW1DkNTsNnogjsseJ1tecFWs97BquOCM46trVbiOJbtotnsSM9xfb33+vX1JlRF6fu7lEwNl1ZqWF3qbdZwztH1P8fUFFiO13srfKxWy0KnKx+fm5veuNusJc9fBo2b3Wdzqw3w3rXfanXB+PbGQha1egeu40IBR63ujZdVv2aNuwzNZvpcVm9acO3k/V9sPq6uNsCsZDa507XRaiWP69ou6i7bc9cgjZvJJP69MMaxUe9CcRkatTYAYHmllrhGa7UOAG9+yrVG8hUeW1strOoKbNvJHDcCy/Y+9/ylLRye6e/8LVj1a5/X15tobtNDQIzVy1dqcLpR2X6t1gGTjUeXYbPW3tY1v1/HjKoqmcmsoZa/jUYDb3vb2/DOd74zCNwAoFgs4k//9E9x/vx5cM5x99134/bbbx/mIwh4O+UDNekW9WChFL2TIZvUNCXQSg/D8noTCzPFhDFCGkpKzQ/gabazJD2iJkJVvBojmYyNuHax7JhhSUg2KZNVDUIhxcXVZT0jINPQ0O46gYTGe5+sVUDy+CylLi8umUmTnsQpSxp1O65XS1HQtcCkJNzjDcg2tOgZlvT/fGIyiPd5G7dhieu7r2pqTzYpZPme22SfPm9mcqNXyCbTjHTSxrcnm6SLlRgP9ZYFzoHZqhmsf6TSesZRMLXc12Jcxph3zDqBbHKwdgGjbtINQOpgHr8XCUg2OTxDZd4+/elP4+rVq/jIRz6Cj3zkIwCA173udXjnO9+J97znPXjHO94B27bx8pe/HL/6q7860hO+lhi0z5tYOIZvIqLmIK3mbTuNTC+vtXI7TQLCqlr+XFbNm8sYun4fL8Af8DQxEyG6NoOph1oFCMMSl42gSXdKnzeXo2B640qM00jNm6kFNXFAepNuz9I9+bleDVrvOs/bcLxSNBKNuoVVtWGoQdAWdpoUn5e2l9MzLMl/vxAbNbJCdWL8MM6hxA1Lxliz2HOb7NVSi8VosaBl2qXH3SYFgWFJSm12mlOroalouoP3vSKIPGw2vCzTdMWE7m9YyNYkjstQLuhotOXXIuMcCnr3yHjNW5ZPQBjX9YKjQWve8tRR50XvY1gi+wjTUBNzFZGPgYK3b37zmwCAt771rXjrW98qfc0b3vAGvOENb9j2iRF+qwAtfypb8xukht17esHb6N0ml9daOJzTrATwDRtSmhRznl6U3vGDUTG5m4ZKbpNEAPOdvqJ93vzgTdIAe1AKhh5cg2EcxlH2U2Gi11vYvXGuWsDcVKgJdpphyQB93vL0U5Rl3sTCwtQ1TFdE8BbLvGUZlvDBg7ePfu0pLEwX8G9edX3u9xCjgyUMS9LvsaNA9BPVVRUdXz4WBG9m+oabyxgsm0WadAvyGJaku01eO+UXxM6y2eiiWjJCygv5msR1OYqmho16F1ziuPjXX3wMJw9P4/W3HgeQzITlb9LNMFM1UU8JEtPfx6Eo2e1n8iLUI+mGJTK3Scq8DcsOVA0RwzJo5g1I9s3oJ5vcjp3y8lort9MkkJF5EAvtlJtU21+ICivpAjV2JEKIzQpPNuk9FvR5G4XbpJk2MbNgU0RkvcPB241Hp/F/vP2Vwc9KihV/WquARJ83nm+SrRSMhNukOH/TUHvBW0mSecuQpwHAIImbetPCRp1axewWiVYBY5dNMr9JtxLIuFxXtNNIbxUQbM4Vh2sVoEv7vG2/hylBpLHVtIKes0C6/M9hPFi3yK7Hq5sd1ELZMnGdiyAvb7bcdTlmq4WhZJOjkEwC3rmqSk8yHf8cmQIjTdVC9IeCtwlmmODNu4lEM2+qosh3J0P9eAaFMY6Vjfw93oD0G1HY1l1GqxsN3mi3hggjrgVp5s3lULfZ562YknkT1uhAr940HLwpihIZv17mLXn8rMxbuNYn7XVxvMxbdBIPZ96EXHKgzNsQskmXcZqYdxEeC/bHLZt0XS+QCvdYEwGdqaerJYLNOUmrgLgMOvGZabJJXc3sK0cQ22Gz0cVstXf/LOjyIMRxWbBukWWeW10nkqkSUnMRUGk5N1xcxjFbNdEYuFXA9ssKwui6Iq9543JpJvV5Gx4K3iaYoYI3XUU3JpuUSSaB7RmWrNU6sB2Gwwfy17wpiiLduQ8auqZl3roODF2NSBRoUUgIukFWKdyk23vOHcHOommo0ias4QbghpBNShagAlXNqnmTZd7UqGwyRXoSp1LU0ezGM28MCryMxHTZhKIAM9Vo8ObVvMnvB0HmbYDMDeMcXdpk2TV22rBEzDXhjLHjj5GsYKrtb4zIZJOKomT3H3Tl45uadBPjxOvx1rt/pssmWbApIdtwbnbsSLATNyxRUuaMMJxzL3ibGjzzNor5MYyuyscdJ8OSkUPB24TCmDcgDYncMYv4YBB1CDI0dfi6gOW1JipFPSG9yiKt5oL1qacRTpOCQiy7SFzbBJJAXeI2mTPgyaKY0hjecVkw8ckyb3FURS6bZEzu9hVftMabLqdRLhqJmjfbcWEaGhRFgWlo+P1fuRXXH4r2xvEW9/Jj9v6e8ucbbTsxJl3GaZzuInF3UkVF6vc7CiJNukXmTcgmDU82KXMbbncd6JqaulEZr/0Mw1JqWil4I8aJl3mLySYlmxMu4yj6axdbcj22O05EZiht0t1nw0XMEZ5scnDDklHUuwnS5MpZhiW0ET8cFLxNKGKgDy6bVBOySSMl86ZrwxuWLPtOk4M4yamqIp28xTlkZd7CwRu5TRJhxLVg6GrSbXIkNW/etRe3gnZdHmSDDUnNW5yhZJOxXdk8v0ulpCccvLp2NIt/8sh0Yuxmyer6ySY/8qXH8c8/vBR5jFHwtqvEF2aaqqZa7o8CJySb7N3TPdmkoavgkJsZdCwHZYnTpCA+DsJkyybJsIQYD1tNCzOVkGwypQ7fcXngkm3HnrcdBsthESfVhGFJjmx5L3gz0Wg7A0vb0zb3h0FLMQpK20Qt6LQRPywUvE0otjNk8BbTXmdn3pRUC+Z+DGpWAqTfiMQ5ZNW8hSf3gkF93ogeosdbUOQdus7SZFWDUBAtOCSZpXjmLdznLU5acJS2+ynr85Zns6SSknkrZJybOL8sYwggXTbZ7jpox6SaVPO2uzCOaKuAnG6T33r4Elb85tqD4LjCsESNZN50tVf7KWsX0Oo6QXZChqYoqUGn639mnCzDkvNXGvjXp1b7/j4EkcZWPPOWUtPpuCxQbsQ3nMX9MmJKFcgm4f8/vb2SQLx/rloA4zxx789ilIYlQEbmjcnNtkg2OTwUvE0owwZvSbfJ9Jq38A7poFxeaw7UJgBIzzz0c5vsWLLMGy0KCQ/R400Qri3L2xstC9GENW5a4oQWjoakVUAc2eKZc566KxkPpvJKQMtF3dvVDS0mLJsF55hGlkSnJ22Wv9flPFE/yziniXkXGabmrd6y8HdfeRKnTq8P/HmiBlRTlWD33WEMmqoG41OmmOh0XWmD7uC8+8kmJYvCLNnkvz61im/84ELf34cgZHDOvcxbpOZNHoS4jAe9PuM1n8KIzQld28M06Rb3XRFMDiKddEcum5Sb4MV7TgpMgwxLhoWCtwllW7LJhGFJSubNl03KpIz9WNlo4+DcYMGboiBTNpmVeYsEb+Q2SYSwbDcSNIUXe6Po86YqiieLicsmGY+Y6ADZhiWKJPMmfkyreQuPCZ6yexmnUvTqUMPtAizHzcwKAvncJtPuFYzxxKTNKPO2q/BYnYns+ovznVOXh65VFK0zdK2n6HBdHsgmAXnwltagW9DPsCRVNpkSvDkS8yGCyEuz4zlEzkRq3qJGcQLXX3+ZEsMeIW2PyCZlNW99xqwYG+WiDl1TBzItGbVhiZZiWBLvOSkwdQ2Om9z4I/pDwduEEmTetmlYEl5gxhH9cYbJvnVtV2rtnEW/VgHpNW/RndmCma/I9ezlekLKRQzP6eWaVPa028QDk6hsko1kcipICqujssk8mbfkLmp8pzWMt2iNjuU8v0vZ75cVbhdgxbKTqefXp89bak2cyxPjlwxLxoc3FrMXPIP2eeOc496HlwEks8x5cNxeliF8T/f6vPmyScn1EDekipOVeUur2TE0FU5GU/BhgzfHZTi9XEt9/ukLm7QQ3edsNrzelbOxmjdLMmYcX7ZvSDJMokWGE5FNepvcQh6v5GjSLTbNNE3FVNlIZN66lotzK3Xpe0ehTAlj6Eokkxh8TlrNW4YTJ5ENBW8Tiph49EFlk7ECUNvJzrwB8uaR/Rim0DXNzS5YGOY1LMlZ5PqBzzyMbz5I8phR8cHPPoL7H7uy26eRwLJZIG0EovLcUU1OsmaicbdJTVVSx1r8vARBjYMkoyaTTeapeTN1FbqmDJx5y5JN9gxL5O91WTJ48zJvNCmPg//8Dw/j1Om1zNckZJNqds3bMxdrWFlv4ebr5obKmLrMGw9a2G0y1CoASMm8dR1pmwBBppw3ZUNDTzFOALzF7rBmJo88u4b3/8PD0ufWax38nx97EKeX5QtlYn+w1bBQKuiROcc0NHQl17YoWzEyZJORe3xC6ty/TlVsFmiqgqmSkci8Pfj0Kv7qC4+mvHfEmbcUuXKaasTMuC8Q2VDwNqF4QZcysB7ZS9+Hdusz+7wNn3kbxgiib5NuLpdwesFb/xtlmI7lYK3WxaND1G4QcmyH4WzKDt5u8Jl7n8VT5zfRtV0Uws2wQ9eZO4JWAYC3sxrPRkTcJnU1M+smzit+fYvzzCObjFu/p6EoSqJdQK7MW59FMpBuWMK4PHizbHcoWTaRje2wvqZNjCOZecv4Lu596BJeetMBLM4WhwregsxbqAWNMBQRDetl2cJO10Gxj2zSkez6McbBIV8U6np6zZusZ2NeWh0nNaN3/+MrAJD6PLE/iDfoBtINS8Qmt2iVEaYVZN6issnwXBDv9SlD3Hc1VZFn3mw3NUuf1mpjWHQ1q1WA3LAEACk0hoCCtwnFdtyB690AIZsM1bxlyiZF5m2wxRXzTRayDWE8GwAAIABJREFUsgwyFEUuu4r0spKciuc2Ge7zpkolCmEu+25pT1/YIunkiHAZn6jg7YHHVvBXX3gUG/VuNPMWCkIY44E8eDvIMm8i0wB44y6r3g2Q76L2l01Gd2XzTrSVYrRdgO2wXJm3tBpY4faXLptkCedaxr3FdT95H9Ejr4uuw3jf3epBDEvaXQcPPLGCV7/0CAqGnhm8dVMCctEWQNN6wZbLeDDPmLrcnMB2WbADLyNtUyFYtEo2Jw1fupn2vqGDt66Tutl5/2MrkfMi9ifxNgGANz+kuU3qfs1nfLwGmbfQtegynnSI7Vfz5q/fdE3BVNlMZN5sh2XWMo9SNpmW8U7beExzcib6Q8HbhGK7bOB6N0DS5y1TNuln3gacyAKN9aCZN0WRBmfxup44sj5v/TJvy2stLEwXUTA0PHFuY6DzJOS4jOP8SmOgPjLjxHYZGm0b//SDCzHZZKjPW4qhwaAUUwxLxMJxfqqAhZli5jFkmed+skkWC97yZuLLRT2Seevm2AwSx5Z9vf2adMtkk+JnmpjzYTsM//N//nZmTZXAdVnfv6sns+39nJVZvf/xFVRLBl54/bxXU5wRRP7vH74fz1xKnqNX36NGHOfC8npDV2FLZLT9pM1phiXxnlhhhNpEZlriuizVzKQf7a4j/RsurzVxbqWRqFMl9h/xBt2AaNEku9Z6suFUw5KYukKLSJ3z93nTVBXVsoF6Oxq8ORnB2+hbBajS9WTa3KVrKhRQzdswUPA2odgOGyrz5jWLDLUKYBmySZF5G3CnMNBYpxw3jbSd3/gCNc4wNW/La00cXazgBdfPDWV7TSQRfbuG6QE1DhyX4d+++iRUVYkaloTdJke0s2hKmrCKxSoA3HJyAe/65f8u8xiyms+BMm8cUrtlGZWiEc28xeoCpeenRhucy84z1W0yRTYJ0MScl67tomu7+M6jl/u+1nX7m8FIDUtSvr97f3gJP/miw1BVJbXhsKDWstFoJx3tArfJUADjRupCNWm2sF/dTXrmjQXPxxG14rIMm8v40NLGdkrm7f7HVnDj0WlMlY3UhuLE/mCrEW0TAKRb3rv++stzm8xjWBIbszncJh3GoCjea73MW1Q2aTtJVURwfi4baebNq3eVZ95kc5eiKAm1GJEPCt4mFNth0PvUqMjwJshw5i3dWEQEdQNn3jJ2PLNQ1P6ySXnmLepGVjDl+vIwy2stHFmo4JaTC3j0WQreRoFYlJxbaezymXg4LsPxpSre9m9uxq3PWwoejxiW8J5sazsUTVnmLX1jRIYiWTyLYEg2llQ12oeRMXlPKxnxzJvluJnSNO/z/PtBxgZLpttk7D5CmbfBEDvz33v8SuZuu6j16hcUx00ClBTDknMrdZy9XMdPvvgwAEjbYoRxHJYqR9Q11TctiLpNAoBhyGve+mWU0wxLsuYhoVqRBWmebHK4AEsEb+FNDM457n/8Cl5x88HMtgbE/mCz0cVMJZp5K6QEII7r17xJ2hu1ug4qRT2hPIoHb3ncJsUmYiV23we87HOqbHLUNW8phiVpTboB6vU2LBS8TSi2MyLZpMtgpGbehGxysMnGCTTWw7hNZgdvCVkZ5+hIMm/9XOyW11o4tFDGLTfM48pmGysbk5Et2quIZtLz04W+dW8f//pTePCp1bGfk+14i8Xbbj6Ilz93MXg83ipgNG6TOjrxmrfQpJkHVbJ50S/zljQsyZl5KxhRt8mcTboB+QK/Z1gif2+a2yRAwVtexM58vWXjyQypt1gc9VvwyDNvyezptx5axgtPzuPATAkAMjNv3M+wyq4RYYuecJsUskktmX0A+i8gtdgmRvC+kFwsjpib0mSTw9e8eecfHseX1lpYWW/hx56/5PW5ItnkvmarYSUNSwz5msRxGXRVgS6RTbY6DqbKZmQjgcey0GkO3WGEKRDgB5Gxz8mqeRt1qwBdVaTrSZ5iWAJQ395hoeBtQrHd4WST8T5vDkvPvIkBP+hOodhhH67mbbDMW9dywYGI22TB0OC48t1f7xgMK+te5m1+uogjByo4Rdm3bSG+lxsOT6f2jAG8m/R3H1vBE2fHW2fIuWc6IBsjEbfJEWn6C7FNEbGIHUQ6rCpKwq0xq+YtEbwxeaNTGV7mLdTnzXGD4vDU88vIvIUdYWWwjJo3ksTkQyzuXnRyPnAulNH7u+YxLOn9LKtptHyZ5qtffCR4TGbOIwhn1JLPscBtknPv8+PtNGSyyX4LyLTsQ3bNm5BNyq9ll/GhaneF+VV4XDZaFkxDxUy1AE2TL16J/QHnHJvNbqRBNwAUUtwmxfpL1qS71XUwXTaSmbfQ5axJHIrjREyBJFlz22Wp16Ro5TEqdF2+eZHllJx1vyHSoeBtQhm65i3m6OVkZPBUxWtFMOguZM/la8DMm5rscwVE2w7EAzIxWZYjhiXZDkWrmx24jOPQQhkA8LwTs3jm0tZA50pEEd/5ycPTOHu5njqhrNe6aLRtrG62x3o+WdnfuNvkOFoFDCMdlhqWZMomow1P0+oGZFSKOprdsGwyR+ZNyci89XObZEnZpLhGqNdbPkSW6CdedBg/eHI10+oe6B8Ux+25ZTWNP3hqFZqm4KXPORA8liWbFOcUv0bCmxl6qH+o6/Y2OAxJVkAcK2sB2U82KRvfhu6fQ4psMu25fnS6yTolx+052pJscn/TsVxYNpNm3iybJeZFr52MInVabXUcTFWimTdZtrzf9eSENigLEgmi7bDUNkwjNyxRVem4ypJGp23qENlQ8DahDBu8eTsvvZuIw1hmdkDXBp9snCEzb2mtAhjnQYF53KlL2OlGat5Eb5CUAb+81sR02UC1ZADwnAA3692BzpWIInbuTh6ZRrPjYL0m/3ueuexl5Va3OmM9HyG/ktWchS35R6XpL8Rq3obZwBjGsCSeectf8xbt8+YZluTLvEnH6BCyScq8DYZle5mrl9y0AMZ5qlpA3H/7Oe7GDW7EP8PX1LcfXsZP3HI4sglSNNNl6XZIDhkmvJkhjiWuiXDmTSqbHDLzlrWBomXJJkXwNoR0UsxH4TEi7OC9c5FLPIn9wWbDm/fibpMFQ0uYNnHOfRMfNUU2aWOqbEY2vRLtPXIYlrhuT10lkzyLYCptDI3csES6+Sef44BkeysiHxS8TSjW0DVv0ZuIaJyaRrg+IS/i2IOYNQBy2RjgyTCFmYIs86apSiSQFa55aZk3r96tEvw8Uylgq2lJX0tEsR0XXctNLLJEUL0wXcR02Uitezu7UkO5oGN1sz3WlgJiIpSNkbCr3jDN5GUUY5OimHAHMUORuf0FsknJEN1WzVusz9sghiVZWY4s2WR80qaat8EQ/c4MXcPLn7OYKp0UGyl2v8ybZCEIRL/Dy+st3Hh0JvI+4awqNZdy5deBG8qEa+HMG2NBVs3QVanUs9/u/zCGJaqieM29U2reAMAeQt7YDnpzRTNvYvHsySYpi7Bf2Wp4EtlirKenTA0k+lxqqgJTjzbp5pyHZJMZmbdcrQKi/UYtm0XGp/hcmXRyPH3e5GNcyTAsoTlicCh4m1CcoVsFeO8ROxlZfd6A4XYKe33eRiSbZDz4XePnItoEhAd+/HeMs7zWxBFfMgkAs1UTWw0K3vpxeb2Fd/zZvXjH++7B//Bn90Rq28KZphOHplLr3s5cruNlzz0A22Fj/ZuLCUKXjBEldJ2NTDYZ0+U7wd9jALfJLMOSlD5vUbfJdMeuOAm3SZvBzGlYklVfJJPeCDOb+OKAMm+DEVZbvOKFB/GvT69GAnCBqCnp26RbIsECEMn+ui4LJIYCsTCV9WRLz7z12seIecFxeUQ2GV/A9t7bJ/OWIh3rbXzI36vrcgnXdmSTbd+wJFqnHc68Jc/1P/3N90i2v0/YbHYxWykkAhGxoRzxG3B7c2ZcGmg7DI7LE4Yl8RrtcM/SNCLZbf88wuOsN2YH3zgZFD2l5tOTcMvfUyDDkqGg4G1C2Y5sEujVmWT1eQOGy7yF+4oMQlafN1GPk8y8uRGzEqB/Y8dE5q1aQKvr0CKyDxv1LgxdxXt//RUomhrqrd7CMbxQuu7gFM5eTgZvnHOcvVzHS286AF1TUuvenji7IV2UDoKYnGQbE+Gdek82uf3bXFyOMswGhuz6F3VJsl3JeMPfQQLRStGA7bDgmrcct79sMqPmLSvzJp6LLw4Y4zB1lWrechK+57/g+nksTBfxzQcvJl4nrr1+9zMeMz9QJJm3cNZIIGTpcXdVoBfwxK+RoAZVVSMtaDwzBT/zlmIJ3jfzpsmlY0HAmPJeQ1Ol2bVhZZMu6zVGD//+wqhFnEs8eFvb6mCzTpuH+wFZjzcAwcaYJZkjdE3x22T0nhPy2+mKGblvco5EtjxXqwAhm9STGUAxV8rkjG5GLdowaCmZN54pm+zf+olIQsHbhGK77nDBm7iJ+DcKt49sUlfVgd2xBrVIF6TtIrmMB/K3tMxbGEVRYKY4FHHO/R5vvcybuNmSdDKbruWiWNBweKECQ9ci9SJBpskP3s5dSfZ626h3UW/ZuOHwNA7MlFKDt4/84+P46Fef3Na5ipv9TskmkzVvgzeql2WevYAs4/VDyibLRW/MiHYBljOazFta5jz+PtGLrFjQaWLOie307vmqouCNt53AN75/PvH36/XPy5F5U6K7+OLx8LHi0t+CmS5Ld1Iyb0EmXIvWvDksnHmT93lzM2zEAT8gSpN8pWx8iHORyyZ92emAwZvIunmfHXIIDM2HmqZK+x3Ksh7E3sML3gqJx2WySSe0ueC1yehdA0IVMV024Lg9M5FEn7eUUpMwEdmkmQwis2STjA3mmNyPtDEXvxeFMQ2N+rwNAQVvE8p2+rwBvayU7faRTWrKwH1pBrVIFyiKApkCICybjAd37a4TcZoUpFnzbjUttLtO4DQJANWSAU1VKHjrQ8d2UPR33Y1Y7Ua4PcSJg1Vs1LuotaJ/zzOX65gqG5ibKmBxNj14sx2GBx6/gkeeXRv6XIPMm568DsOGJaOSTRYNPeo2GWQatt8qIO384pLmQVoFVHyznlbHBucclu3C6GtY4n+ObIOFC8OS9MAuvDgQxygVdHRpYs5FXG3xyhcegqYq+JdHliOvy9/nDVLZZPg7dFyWmnmTOU6KDFs88xaWVUfdJnsLSyNFHtUv85bVKiBrbKfV34hAatDMWzvk3ho+H4fxTNmkrI0GsTfxZJPJzJuuqdBUJXJ9h+tAzZjTaqvj1fKLjenAzTd2TedxLw3LJgsx5RUQCt4k67xRtdIR6JoqNyzJGKvU5204KHibUIaVTfZuIiLz1kc2mbKrmYXrN54clDTnJBEMKkpyR7clybwBSNwMBctrLZiGivnpYu9zFQXTFRNbDXKczKJjuSia3t9a09TIznTYpObATAmampRFnrlcx3WHpqAoCpYygjfHZbjxyDQ++tUnhy5Utl3mmxLsTJ830/ACKbHgc0KL1bzImnRnLVzjRg3uAJk3U/cW0c2OA5dxcO7VFmSfX0arAD/LkVc2KR4rmRosiybmPMTv+Yau4o4fO4GvPHAueh3krCVMNyzxfhb2/vH5Qcwh2Zk3Jn1cU2M1b2z7bpNaity+X1bdSMv0BTVvg817qcFbqEmybLHtsuGbghOTRZpsEvCNfpzwBl9P2m/Eat5aXRulgp7oRxgPcsL122lE2nHoST+AtDpV2edtF12T15lmNekumGRYMgwUvE0owwZvQNS9x3b6yCa1wQ1Lshp/Z5FV86b57mAyt0lZ8JbWi2h5rYlD8+XEjWKmYmKTTEsy6VpuIJkytKicNlzzpqoKZquFRLuAs5fruP7QFABgcbaI1U15uwDbZbjrJ2+Aqir4wr+cHupcbYdJs26Al+HtyfxG5DYZk5IN06hedv1nScbifd74APUJiqIE7QICiWnOmrc0S2ldS8+cx98n/j6lgk4Tc05kaovXvPQI1mtdnF6uBY+Jv23fJt2cQwkdLl7TGGzISDZA0u6vYiGYuI5DWQZV9TbiHMb8jbme26QsmMqVeUvJBme9LzXzNrRs0pH2I3XDfd60ZBmCrI0GsTfZbHQTbQIEhVjtVrjUwNBUOOGat46DSlEPgi43FGCF7/FpGxdhwo22VUVJ1JDZoRKa5HtZ7vYzedBVJWLAIshSjZi6fCOeyIaCtwnFdrcRvIXS0G4/wxJ1cGvjYeuIZG574hw1TZHa4qYFb2ZK8fvy1RYOh8xKBLPVAraalHnLwsu8eUGKpinSzJuYWBamC1gL9XLjnOPsSh3XHRTBW7ZsslTQ8R/e8Dx87YHzOC+pn+tHlqxYC+1Wui4bWZNuoCclG6pJt5JW85Yv8zZIzRvQaxcgJsZ+NW+KomRusOiamtkDThbslwo61TPkxHZYYDglKBV0r0G8ZFHYVzaZmnmLfl8yCXzcXTX47JSeUT3ZpHcs3Q9iwiqNtGa8fTNvqgImk3y5eWSTGZniIWreRO/QeOZNzLF63CGWe1nvQdUtxGTSN/MWHqehOlBvvRLOvDkoF/Ug6Bdjmsc2JHL1eQvVvAFJcy07ZcyKx0adeZO6WvJoz8kwefq83fvQJbS2aXK236DgbUIZtuYN8AavmNjDTlgy0ia4LOI3i7yofs1b3G5c3EBkkhOZ2yTg/46SnecLqw0cPZAM3jzZJGXesuiGgrd45k0E7MIcYH6miPVaL3irtWzUmhZOiOBtroStppXYvXcZA+fedfeC6+dx280H8bdfeWLgnnBZLTDCmwCjkk3GTRzif488KJKJmLF0F66EbHKAzBvQaxcgJsZ+bpNAdn2RrqX120ouDsKySVkGh0hiu/J7fjxjJcal4/LMXfmEc13MsCQwVJB8ZlrmLZB3xa5jx5cxi8/T/ZpZJzT+jJRWAf2kW2ntbPqZLRiakiKb7NWDD4LYSIzPU+G6QZlDrPeZFLztdTqWg1bXwVxK5i1euxV2JDb0ZM1buRDOvPWuk/BQyNXnLWZKFz+PrJq3UbcKSHMvzzYs6S+b/K/feBoP/Wj4Gvn9CAVvE8qoZJN9m3TnKIiN08/BMo2gYD72OGOe7ERWU5NV8xYf8IxznLvSk+6Fma2aZFjSh47tBhkmLeaOJbKjgvmpItbrvUzmhdUGCqaGhRmv1nBxpgQAWN2KZt9EnYm4tv/dz9yElfUW7vnXpCV6FnZW8DYG2aTIiHSCzBsb2LQnbKQiyAoupX3eBsq8GQNl3gDvfiDr5ca4J3/LK5sMZ95INpkPy5bf841Yv7Jwxigr+xbP1Cox2WTP3l+SeZPcX733pGfewgoPTfWMC8I25mlqiX4bLGkbCv3ep+tphiXR3z8vYi5SY2oVl/XmQ01TpJsY8Szf+z/9MN7xvnvwjvfdg//p//5WZCOMmEyE0uSAP7fFScom/Q0NVUmM4VbHQalo9JxZhRyZc6ghGXOaEiKMExsHiZ6kIjBMyUKP1m1SngzI2qAJ93ljjOM//c33sFGPqqRcxnA2pbfstQoFb2OAMZ7axDgvtsukDYjzYIayUmFJh4w0a9csnCEWrgAgNl5kC1iReYs/10kL3iRuk6sbbbS7bpD9CTNTLWCTDEsy6VhOYFhiaNEd5PhCaWG6gLXQguPiFS/jKQL0gqlhumImpJNit1tc29NlE7/4upvw6XueSdyws7AdN3V8KEpUGjYKWUi8lsAZol2GKgmMsnYk47v4WUXfMnqZNwYFyLwP9M4xXV5j9JNNSgxLigWd6hlykiaVT2TeGA/upVl1b/E6k7hhSdhQIU6qbDKl5i1s2gH0duDDKo24aUPkPPvKJuUZ36zx0K/mbdAm3Z7zsZbMiLtht0l5rXDcge/SWhO333oc73zzi2HZbqrEnJgcrm51MFU2AhVGnLiJWrRBvRppGdHq2l7Nm3/di+sjngnTVAUc2Y264xuJXm/NfLLJuLR6u4iMe+JzMpp0hzd1Gm0bZy/XE2s1193+mnq/QcHbGPjRxS388cd+sK1jbCvzpqsh2WS2uYg2hGHJsFI0MUGnySZlO6yttFYBkp3hsyt1zE0VMC2x8p0l2WRfwoYlycxbNFiZn47KJi9cbeLYYlSu6jlORneUxTHD8rCffNFhzFQK+OGPruY+V09WnCE3jLhNjuY2VzS0SOYtTzD0/7P3psGSXeWV6Dpzjnceai7VJAmhCYSRmASYmbYMDYYH2IbA8ex4D/B7wetnt8MEYTteu+3udgcddON2h5vGjemGlmUbsBEIDMaAhAQSoJJUUqlKVaq57nwzb85nej/22efss8/eZ8ibt6gqav2RKm/myZOZe/q+b31rsRAKlnjynjz++SQrm//9qpaBds+B7bgwDS0XxTNVVChLsISl2QaPVa5V3nKD9XljYXDKr47rhWtiWq8IX3njrQLYnhweWYIlSZ+3+Dyj/qFxtUkNtiDYdH0/VTQhjcqbtrfx31v4ft7wgiUlGW1SFdMmZZU3z/Oxe66GG/dOol4xsNG51s9zuWO50cPMeEn6d37OsInzSAUyCN4C2iRraA/EEzOAPOHNgtcgYFtKXM9jEpmSuTdqtUlh5Q0ptMnofjcC+yE26UI9Q08ttISskJ9VXAvetgB928XA9jZlTksOp9k0JxH4ylta75ymFq+8bZY2yVOvCW2ymNqkKeh5O3UxEszgMVYz0ewMMikIP8vocT1vjqDnjWJqrISNjh2O8XNLLeycqcWuNztRwtIaR5sMxhp7SFUUBfWKIexPkSHNv1BVFfjBpUYphcxWI4YR7REJlvieXPRERMEq8llI5c1GX0LHE75nCkVNVnlj+zUis1nyA5Ss7Gb0ayCQJexElTe6JvZT5kxSsCR4nElsABAmN2SVN/pbi5IQbBCoB/6h7F4xbOVN1veTizYpsAPYjM+bsOeNoZ5JaZMitknw29TKJlrda8Hb5Y6VRg/TY/LgjacFs4lDOq9pwoAKlrC2GkCS5q9JEt4sXC5xws5dft3gsSVWAYJ55aeIbbEsKprEcLiWDYDMv6XGNXoxRa4dvdVq4Rd+4Rdw9uxZAMBDDz2Ee+65B2984xvxiU98Inze008/jXe+851405vehI997GNwHEd2yasadOC1e8N//s31vGlMz1s6xXGoyps7pGAJp3YWXU9cefN9PxAsyac2eWqB+IyJMFG14PtRZsfz/cKb99UONnjj+0V4asb0GGnaXtvow/N9nBNU3mYnysmeN0m2n6jTFQjeHDmtWFXIOPJ8krEbVWaRzawOU9ETKYelBWQJtcmCFJdqSUe7TypvVg6xkvAeZYIluir+G/OZeCXDsqnHDGM93y8sTvOzgiLBG6U3p1feEKu2hskzKliSpjZpqDGFS/YeAbFVQKzyRtUmmXXDNMiaUsTrEEhPKKTTJsWJSRpQFqZNDlxUgp439vOzomAy2qTIPoB+L7WKgQ0ueLuWZLz8sNzoSvvdgGRCmT170X5jm6u8sbYaQDKYov+fdkYT0SYHguBNZJ7Nz9vNgtClxXuE3OeN0E093w/ngRObX+T/FQCnL16jTlJk/mqPP/443vve9+L5558HAPR6Pfzu7/4u/vRP/xT3338/nnzySfzTP/0TAOC3fuu38PGPfxwPPPAAfN/Hvffeu6U3f7mCDrxOfxPB2yasAqxg8obKfimTc5iet2Fpk3TuJmiTQbZJVeOHw4FNJnQenzff91Mrb1Tel3q9feX7p/BvP//jawdJBn1GsETnKrL8Qals6SiZGlaaPSyvdzGwPeyc5StvSbsAupnwVTPemiALaWqsSiB8E6l9ja7y1suZFBFBJFiStqklkxly6okIkc+bByOHWAkQp5yycIPquCgDHPd3i1dmeMGSv/72c7j3W8dzf4afJZDgLfk76Zy5teN6MHRF2PfLQiRYoigR84E11uZRMnQMhGqTMtqkxwmW0J63uNok/ZwU1Ch8mMpbttpkkjZJKVglUxuZ2iRrh5D4G63yecn7oN9LrWygxdAmfd/H7/yX7+PbBUWcrmFrsdzohYJcIlh6vFrN+v+FtMlgHhPBEnKuoYkOIClKJWMrsXCCtTm8DyNZeSOWUIK1u6D9TBZ0lbAzEvucF/ecZGEy64KINknn07bpyjXREgaZ0cG9996L3/u938Pc3BwA4PDhw9i7dy92794NXddxzz334Gtf+xrOnTuHXq+H22+/HQDwjne8A1/72te29u4vU9CM3mZ8KZzNVN5MkgEK1cRSrjOM2mSW/YAMUeY3/jit5PH3QoPfsqBBmG8OXmn20O450sqbrqmolY3Q6+3k+SaOn23g4acuFv4cvYGDw8/l78+6UkAES9jKW5z+w/aXKIqCqbESVpo9nFtqY6xiJHoNZ4OeNzYYsF0PipI8MOpqMcuKVLXJwE+QNRYfBSzGj4ZVmMsLsVVASuVNSVKwigSikc+bCzPnWqIoKVYBupqYu0C8l4K+ln7OckCbpEHfUqMX8we8hgiyhAQfhNBsOb8G8vC9pEgAq+hLhTZEvZCmKa68yQRL+PmgBbRrNrNPx2A8eIvuSwbeO419z6Im3TSYsoziFjmdMHiLs1VYRWctoIuy98j+l72PWPDGVN7aPQfLjR7+xzeexXPnG4Xu8Rq2DivN9J433hxb1PNGx36n76BaIp6BrNduljejCHz1jGVe0XWjZGqXxCog7OHjkxUZVgEAYRFQ2qSof3r/9jGcXijuCXu1IlnS4PCHf/iHsX8vLi5idnY2/Pfc3BwWFhYSj8/OzmJhYaHwDU1P17KfdJmjXFkFAOiWgdlZcTDBgn+OG2Qs52ZquV7PY2KsjOX1LiYmCY1tbraG2Rnx91qrWsJ7SINVMlEu5/tsLPwgwzI5WcVEPfJKMUwdZUuHaWioVq3wur1g/u/eOYFKsNBRTE1U4GE1fO7xixuYqFs4tG9aKswwNV6Cq6iYna3jwmoHN+ydxN985wTe8LJ9ieuz4D/nQ4fP4y++ehR/+Qf7Cn3+yx0D28P8bB2zs3XUqxYTxabeAAAgAElEQVQ6fSf87JXKGixTi30X22aq6Ds+7I6N63aMJ74n1dRJhco0MDNB6CYLzT4MXcPc3FjsudWqCcvSc48p23FRrYjHYLViQVUVTE6R8T+bMv6LYKxmQdXJd1CurCa+jyyMj5WhqmrsNZWKiZIp/tyLGwN4fjT+dF1FrW7lfs8dzT66PQemZaBaMXO9zjQ0VGulxHN9+KiUTfQGTuJv5xlRmonJKvFUPLMOANi5bRy+Tx43DY14k/n+UOva1Q5fAaYmyonvpl61oBvRGCmVDZRLBkqWjlJZ/ruqmoqxsfj1VFUJH7vY6EPXVOHrpyYqWFjvJf5mWmSdNLgxW66swGIeK5fIvXk+MDVVwexsHVrw2vpYOVwPaEVxJmWvGxsrQRXcZ7liopSyZozVS+jaXuzv3SAhWCmbMAusN+RePczPVGEYGirMPqXpKurBvByrl6BpG4k9zOS+L/K9VDE7W8f8TA1HT0V7mR/0ur/5Zdfhz770FP7DR18T2y+v4dKj13ew0bFxaN+0dMxMjpex1OxHe2Z1LbanqaqCar2Elu2h3bNx08FZzE5XYegaanUyJ82SDlWPxrrszMTCMDTUatF4nBgvY2mtg9nZOjpBz2elbMTOVhSqqmB8PLnmDAsb5Ow1MVmNnakURcHEREX4PmaZJH1r9TJoi2qZ2a8Ug7B3br1hDp9/4ChmZmqJM97P4n6SGbzxENFmFEVMpyliYEuxstK64vnea+sdAMCFhSaWZpOG0SxmZ+tYWoqXgikdsN3qJf6WB67tYKPVx8WFJgBgo9HFkiRzYw8c9AduoffZaPXgOl7he1sPpOCXljdg9yLlx05nAA0kU7ze7IbXPXexAUUBWs0u2hucamHfRrszCJ97+Nkl7J6tYXlZnpmplXScvdjEmXNrWFjt4DfuuQl//ndH8Nm/fwrvfPUB4WtEv8/icgvdgVPo8z93voF/ePQsfuOem4aaF0XRaPXxma8+g//rl27NTbXr9h30uuQ7tW0HrXY//IzrjQ7g+bHPXC/pOHOxib7tYm6ilPg+PN+Hoas4emIZ/u4JAMDyShu6qiSe6zoumhv93N+p7XjwXPEYHPRteL6PhUUy/htrHRgjoMcqvo+1dTI+1xsd+Nz3kYV2qw/bjs+1RrMHV/I5ms1u7G+9voMuM+azYAcebwvLLcDPd6++72N9vZN4ruP68FwPg35y3K+utcP/X1xsol+zQhn3dovM23MXGqiVDaxvkErsMOva1Y5O10G/ZyfnhuuiuRHtBY1mD57rQlcVLK+0pd/lYOCi047PKVVVsLbWxtKSiZXVNjTBXAQAd0D2EP5vzWAd7nTj43BtvQuf+V19z0ez2YXjumgF906ZKBcXm/BtEkTRva6x3sGSLl6nOp0B+oJx12z2pGsA+fxObI8AgHZwD7qqoNEstr9udAZwBg4AH+uNaI50unY4L3pdG91edK/LK2Q/anHfpeN4aAXvr/oeVhtkXZmdreP4qRWMVU287eV7cez0Gv7wvz2Mf/Ge20fam3QNxdANKkGqKz8rObYb2zPX1uN7pqGrWFxq4ftPXcSt+6eheWTsqgqwskrmcbs9gKIg2neDM9PiUvzMxKLdHaBqaeFrXNtBMxhvC8FjpqaGexeLvmCN2AwaQY/7xYUm6pWIiWM7XrgO8KBrwIWFJpZWyV6yyuxBtPVitm5ivdXHsZMrmGQCWdEZzfd9/Me/fgK3HJjGq2/fMVI7hEsFVVVSi1mFV4P5+XksL0eUscXFRczNzSUeX1paCqmWP2ugdIzOkIIltNSdphKZBlo2p6X4NDllfSjBkiGtAiSyt5T+wvc2dPsOyqYupvVwzcGnLm5g77b06sp41UKj1ce55TZURcGu2Rre87pDeOAHp7G41ok9t9Ozwywtj97AhW17hWRrnz29jkeOLODY2UtDg3n+4gYOP7eCXs6+S9sh1d4S7Xnj1CZF9D5qF3B2qY1ds8nvXlUUlE0NvUF0DzJRBl1VE30hWfcroy0qAc1qK2iTrNpkUdokpXOyyBIsYRUciyqDVYKeivVWP+xlzILMU8vzCMVOTJsUq+upamRuTulEnZ4z9Lp4tUPq8yay7dBUmIaKfgGTbiBuBUH6NsVj2JSoTcqsAhIm3dTnzRX0vNlJWuFwgiVymw3yfsmeNzpWS6Y2lNpkydKTdGaGHpewCmCUWFmwc7lWjlsFrDb7mB6zoGsq/s+334yLqx389T+dKHSv1zBaLK51USsboVCQCKahJsyx2fllaCpWmz08/NQCXv9zu8PHdcZTVUabzFSbZOYeS++n+6TG+bZSjJo2Sc+sPCU5jTZpGFE/YBptcn6ygmpJz+X35rg+fnJ8GZ//h2fxb/7Hj3B+uZ35misNhaOD2267DSdPnsSpU6fgui7+/u//HnfffTd27twJy7Lw2GPE3+yLX/wi7r777pHf8JUAuikMHbxRL6zN+LzZbqqPD8UwVgFZxt8yKOFCFH+cNp7zm7RMaRIIDtLBwYWIlTSlYiUUEzXi9XZuqY1t0xUYuopbD0xj//YxfPfwhdhzP//NY/jS904Kr9O3XSKIUSDoXQyyR9949Ezu12wGNFuVV/GUbjphzxvXL8LKYVNM1S0srHWxsNrBTkmFmYgtiJXZYs/TlELqb2lqrOSAmu9gWAQxq4AhNj2Rh5qf4rMT+nIFL/Ey/LB40J6K9dYg91oiUsQEop4m0SHC8/zw+k4seFNClUv6vbV79rXgTQJH4vOm60mfN01VpL5pFJ4f94wC6O9Lr+NL1/GSxOfNkapNxhWIaQ8re4DVNQUKEOvTo2NteKuAdJ83fk2ha4JlFAvePN9Hr0/UJjWNV5uM7kPT4sIQobInpxrrA7Get3aPDd56mAok6cerJj709lvwjR+ewaPPLOa+32sYLRZWO6liJQAR3hhwiQl2fpmGin949CzmJ8u4ae9k+LjGJEr5hAsdI6k+b56o543cB00I8X2aFE7BhGAWtDB4i88t35N7lKqKQmxE7EiwJN7jG4mu7Jmv5xItofvNb7/vxZisW/j9z/wAX37w5FWlMF44OrAsC3/8x3+M3/zN38Rb3/pW7N+/H29+85sBAH/yJ3+CP/qjP8Jb3vIWdLtdvP/97x/5DV8JoANkWKsA2gewOasADzYVLNkSk+7NCJYIqg+KpPImCd7Y5uD11gDNjp0ZvI3XLKy3+zi71IrJ2u+crYX0BIqF1S7aEu8dWknifeYoLqy08eAT8WBwca2LF18/ix89u4RlToFxK0CDxbwHZVqhs8LgjVObFEgKT4+VsNzowfV87JiWBG9cEGi7Yol/TSsqWOLKBUsCGjcdS2mV5yKwOJPuwmqTMqsAyWW0sPk72tiVAhutaajQVAVrG/2wKTzzHgUBJr1nUnkTH6KpGEXYeB9UXKiSGFWO7fQddPvO0CqvDz5xIRzbVxsGErVJkVUArbzxdiksRNYSMcESz5MqEbNVZhaOpJLEJ2Vo5Y31rVIUBYYRV87MVXlLEdFJFyxJJibp+LRMLZZUykKv78IHUU9VOeU+h1kLkmqTVBxGXm2slQ10+1GydaXZw1Q9ChQO7hrHe153CJ++/2lcXI0zRK4hG77v4+8eeh6Ntph2mAeLq51UsRIg6Y3IJzQMXcOphQ28/iW7YmwiNoGeqLwF/+umVd68+PuwZyOa5OSTChSeN5ztkww0WOXnnZehlEwLDmmVN01TsGe+lku0hCae5ibK+D/edjM+9PZb8E8/OY8/+MwP0ewMPw4uJ+TuefvWt74V/v/LXvYyfPnLX04858Ybb8R99903mju7gkGDpk5/OLXJzVbeLEPDwIlok2lVMiIJXzR4K35wBRjapOAAS9Um2YNjp+egbInpXixt8tTCBqolPTMzNl6NKm837pkIH5+omXg2EFigWG50pQ3C9AA/cFxUBFPoJ8eX8bVHTuPlN28LF+nFtQ7e9dqDaLYH+NaPzuHdP38w9V43i+VARCKvXUUvrLxF8sW8USa/yE8F3/fMeEkaZCeCN8eDIRg7hqYKaR0y2I6HmuQ9qdw9XfRHxXe3zIiO4gxDmwwqgiwIfUp8HT7r6nnFPouiKKiWdKy3+ji4czzXa0QUNfr+uqYKJatdz4dpaGj3nOiw6kcJGUMndKJe3w2riL2+kyoSJMP9D5/CGxwPcy/aWfi1lzukPm8cbZIyH0xdi3no8fD8ZEWLXWPT7C7IQTR57bxqk7qmhusz+7ipxxUy81CbZZSvLIsBvmJJXwOQPVJGixeBJuwy1Sa5v4U+b4LH6L3T3iCqOLm60cf+7XFBp59/8U48c3oN//2rz+C33/eiS9I3fbXA9Xz87XdO4KmTq/h/33P7UErZi2vZwZvJmdDzCQ1DU1Et6bjrhdtir2NbV3iTbpXbA0QQ0SZDn99AwVam2Dp6tUmaxEvuIWmJRxr4tro2yla8Ks7u43vn63j0maXM+6DnGZqMvv3QDG7YM4Hf+tOHcPJ8E7cdnCn2wS5DXOuA3QLQoGmzPW/DLDJAlHlxXB8K0g98so0xDQ7jX1IEdMNJbvzkEKEq8U0urfJmGRpcjxhtn75IzLmzNrSJmolGe4BzS61YjxapyEXZGNvxsN4aSD2U+mHwJv7e2l2iTLUcSKLbjofVZh/zkxW8/iW78J3Hz8f6wLYCSwUrb/2BC01VwkBf19QE1Ydf5CdrJLgV9btR6Jx/myPp65GZe8pATLrFv7eikvsdNW2yxFfeCl5XUQRWAWm0SZWrvA2x0VZKpJ8md+VNQFFzmeAtizbJ+rzRe6VZVdY6Zdi10fX88De42lDEpFtTlYQ0OQ9fVHlj+i7TDHqpjyb/ezsuEaJJVt7iY1NXlfAAGa8+qDHGQp7gLZ02mdLzJqjm0zWtaM8bTYJVLC3hhRjzedOUeJWN9gi68UQYfS4A1Mpkj6NebyxtkkJRFLzv9dfj9OIGvsexOq4hHXSsPn+hifu+/dxQ11hc62B6LCN446rVfIKvVtbx2hfvTPQfs1YBrhf3Q1MlZyYWPBOK73kjtMnhEiBFQedjwtcwpecNIEmd9dYArudjomYJWD/E0mTPfB0rzV7MWkOEge1CAWIWOWVLR8kq3ut6ueJa8LYFoIfVPLTJp06sJF8fNJkOm12jVSknoKilXUcr6K8FUNrOEJW30LMk/jht3uZNurt9B5UU2iRAJumpBbk5N4vxmgXb8dDs2LEerYmahUYrCt5Wm73w2iKElTfJ32n/AvXoWW504YP4nt1xwyxKloaHnizuL5cXvu9HwVvO6m9vQAy66Vjhe9BEByVDVzFeNaX9bkCy78SRCI2IPJnSYKd4DdLD5agFS0xOsKRwz1tRwRIl7pkjEqDIQjU4GBYx6eYpOrHKm4Q2GQZvDE2M3ivNqrLr4bCUctf1hHS+Kx002SD0edO1oXze5IIl5P8dT97zZpkaPN9P7A2268Ey1cRhkq/iaRoTvLF9P5zhOB1r6YIlYmp/Nm1S0PNGaZNGMZPubt+BrikwdC122Ab4yhtHmwwpqgIamBIJuViGho2uDdf1sLbRTwRvADBZt/DOVx/Avd86ftVQvzYD3/fx9POrmc+jCaUPvPlGfOtHZ/GDp4tbWC2udjEzXk59Dk2m+Mxvzo79D/3zW/C2V+5LvI5NlPJjWnZmYuF6cQ0C09DQd7ieN8YInMWoK2+KogQ0UJFgifx1pqGG/p+TdYvzmI0SpfNTZeiainNL6dTJ3sCFaWqJs6+uJavxVyquBW9bAMcljeJZ2eXVZg+/86nvJbjYaWIMeWDphDaZR1hEH6LyxnO58yISYBDRJtXExte33bDszYP20vRtjwRvEnNuFuOBibRlaKHPEEAqcq2uHWa3acVMdkjsM1ktEWhW6MQ5IlW/EChVVUqEcvOSG+bw9PNrmfc7LBrtAQaOh+mxErp5e94GLkoMRZWvvPEm3RQvu3kbbjsgpyDwqpWyoEvUn5IGSgcRgfS8xbnyo0CJ6WkYljbpCyiJ8p43NXwOIBagyAIVLbFGUnlTEmJD5O9eSHumawkblFIaT6dno2SSg2peOi8Px/OFQhpXOuhaIqqQJipvwbpu6Vpq5U10YFLVyNZHJh4EIKwO8Gug6xKKLB/gi0y6xZU3CW0yZWCrgoo1vZdU2qTgoBbSJk2tkEASywJRE31tbM+bmDbJr6VAvBe3VjbQ7tpYafbg+8D0mJiy/5oX7cT8VAX3fut47nu/WvHsmXX8uy/8JPMgT6tAh3aP472vO4TP3P8MzhVQH+zbLtZb/eyeN0OD70d9oQ53TqqVDWGlW2N6KKUm3Vm0SeZ9LEPDIKias5U3R3CNUVfegIAGyve8eelJVNPQsNzsQVMV1MpGgjbJzq8d05XM369vu0KFZV0SxF6JuBa8bQEc10O9bGRWPcIggNsgNxu8mQY5MA9s+eZMUVQoAkhK4OYFXZNSrQJ8P/G4CHRirjR7WG32c1XeSqYG01CxY6YaWyAnAvpfo90PrwnIBUkyK29dG2MVAycukOBtaa2LuckoWBxGproIlta70FQFO2eruQ/JfduJLXaJnjdJpendrz2Ig7vk/VS6Luh5E9EmC1aA06wC6DhyvWzacBFYZqTANwxtklX6o0irpo2GNlms8iYULMmovNH7YpviXeYQQlXY2j0HlZKOSkmPUSiLwHX9sJ/hakKaPYzBVaVpsiuLNikULGHW2LTqMU2a8YGy7XqwdC2X2uQgDN5YJbwkBZQ8J63yJrEKSKEcA4ChCwRLgu9ERKlMQyewrRHdT6zypvE2An7sv4CYKlqrGNjo2lhe70LXFNSrkUcWC1VR8IE334hHjizgSI6q09WMJ06Qz39YwF5iQb97TVXxmhftxB03zOI//c0TuXseaUUoU22SS3jktZOJWQVwfaoykTcWSbVJFT7IHmkHSc402mQRBeM84FslAJKwT9uHLV3FSqOLesUg/e8ufw6MPt/O2RrOLmUEbwM3tD3Kure//c6JzATA5YhrwdsWwHE9jFXNTGrQgJFzZWGnVBXygC4i7Z6duXjoqliFKA2u54cc/yKIPEuS16PBG08vkfVk0Az1sbPrKJkaZifTKQ0AKelPVK0Eza9WMaCpCtYD6uRyowsF8spbqDYp63nrObhl/zROL2zAdjwscsGbxlW1Ro2l9S5mxkuoloz8apMDN7QJAGjlLZ02mQf8wdNxZdSwZLYuDbbjClUrgah6VNQXLQsxn7chqMOiwCjte00KlqRvgCJULVJ5K9LzJvLwAqhgSXLcUrlpturAfi4r8D/q9B1ULCMI3obtefOu6spbnp43SnfMpk0iIRLA+7xJaZPBHsIHyo7jkcqboOctLliihIIn7DwxtLhC5qZ63jIYIDon9ELfT9MUoZhJGljbGl5Yi/V50zlKpUhtkq797L3XywZanQGW1rqYqpdS5/nuuRre+HO78dkHjsYoqGlgrYOuFjx5cgXjVRNPPJcRvDE9hoqi4P1vugGWruLTX3k6l1frcqOHesWQ9t9TWHrUykHfN4+lUswqQJAUlCUvKHgbHzp3B46Xiza5FZW3BG0y431MQ8NKo4d6xYTGVcz5JNOu2WpmsCVjbYnsQ77/1EWcON9Mvd7liGvB2xbAcX2MVU30B+kLJt1Y+A1GZtaaF7RJs9N3Mg/cwwiWDK82Kc4iUfqLaFOUvY8eZJOOnWlgz3w996F252wVhzjlPVVRMFY10WiRyttyo4fZiXK2YElKz9tN103B94HTixtYXO9ijqFp6lxT+6ixtN7D7GSZHJLzVt4GbsyANNnzNhxVViRYIrYKGEKwRDI2VAVB5W24cSoD8YYiIjmEElOUNpkc+2kBGX2cVSIrutHSypuZcz3hxRjoPQJy2qQXoz0zktdUsCRooG/3bFRLOqqWvomeN/+q7HkbhPYwOawCgnVxmMqbprFWAXIGhamrxJOND94kPW/8XNO06N7YRJ/BVd5yq01K+3Xk41rUR0sDvqI0bUKb1MJ75Stvoc8b9zf2u2bvmz6XolYmlbel9S6mJJRJFr/4yn3wPB9/99CpXPf/3+5/Gvc/nO+5VwIa7QFOL7Twjlfvx7GzjdRkEB07VGTNNDR8+B234JlTa/j2T85nvtdKs4e5qUrm80wmaALi4yINrFWAK5iziiDpx4JPYoSU54EbmXTLqtcZc2gY8Ocb3ye+hqmCJYaGZsdGvWIkXs+vLbTylhZ49wdi2qSIaeZ6V+aeci142wI4jhf2V6WV5mnWTFh520zPW5Bx6PSczOsMwwHOuyiJIPOR0lQl8besao9paDh2dj0XZZLiN995K151247E4xM1k6m89bBjpiqV4abZ6DS1ycm6hV1zNZw418TiWidWedOHEIkpgsW1LmYnyqhY+SscXW6xI3RHvudtmOBNhcP4KcmqyrqqJhSq0pBWnaaZ+mGrhTLQymTfdoervEkCI6lgCe/zNkzlLQzectImRZU36vOm56dNshlkK/Cd7IS0SWP4njfXR3+LlVpHDcf18N3D51MPG0UqbyFtUk+vvPl+0hg3JliS0vOmKApMU0soezquD8tI0iZ5BeK42iT7uJpY4xUlQxFZSYroAIEdRSptkqxhvoCKL8rAp4HteUtYBTAVFt43lc6HWM8bYzpMUSsbaAW0SZFYCQ/L0PArb7wBX334FC6sZPdvnTjfxGqzn/m8KwVHTq5ism7hFTdvR9nSQwqp5/n49o/PxU3UBb3PsxNlvPvnD+K+bz+H9Vb697Lc6GJuMk/wFq+8OTmTh3GrgHR7DxFEtEmAJIScmNqkZO0eYYITSAZIdM9I27pocrFeMcX99lzlrdt3sLYh/9160sqb2PvxWvB2DQDIpB0Lgre0w3OYoeErb5vtedOj4C0ryCKNrJem8gbIFfdCwYOcPW8AWaTaPQfX5RArycJEzQoX8ZVGD9tnKjHlKBZplTfbIQtBtWzgwI4xHDvXwHKjF1v8i2Z9i2Kp0cXseLlQb1GfFyxRs0268yCvSTdf6ctCltpkSJscIZ+fzWi6Q9hlKCKft5S+nQRtUrCxZ4F6qeWlTYoOCmHlTRUHb5Q2yXoJxXrejEhtsloyhu5583wfnn/l9bydXWrhM/c/k5HIk3tyGhyNKPR5y6q8CfpM+J63NFqXyKjbcT2YepI2ySczZGqTfHIgTx+nnDaZrTZJ7jl+kNc0tbC6Lat8nFCUZHrAWfEJQEybDH2ruJ63VtcmtMkcwRsA3HpgGtumKzjKeZTy6A0cLDd6Q/eZXo548uQKbt43BVVVcMv+qbDv7dGji/jsA0ex1OiGzxUFywDwylu3Y/dsFV/45rHU91rh9m8ZNFUN6MLFRK00TW7SDYjPTCx4hhLbexeZdAtERHJUxIYBP7fonpe2d9G9tV42Eq/nzx6TdQtlS0/te5P3vAmq8dcqb9dA4Tge6hUTCtIlsUPa5Ih73nRNIWqXfTuTcy3jQqeBHFyHm/CKkqReUVlxfpPOCt7ohN8zguBtPLALsB0P6xt97Jypwkeyuub7fuiJJsp6U5uAaknHgR3jOPzcMlzPj9Em+ezsqLG0zlTeCgiWlDIqb8Nw4/neElmfjYgnnwbi85YmWDJ8n54M1ggqbyKl1SKCJVteeRMEmFlqk2Hljet5i9QmI5+3SkkvNC5j9xGMjyut563XJ/e7keJNRA9ZIlsXQxeJB6mBn1NKz5uXPJixwRuvhsejZGhiwRJTVHmLJ1N0idqkqoBb473MdUVWeciqGtB1RuQZRdal/OtNrPKmKfCCSeIHwkhR5Y18v3Sei2iTIpEW0vNmY2m9k4s2SVEyslUzqTLfsFTlyw2e7+PJk6u4Zf80AOCWA9N44rkVeL6Prz5yGgASNjdAMnhTFQXvf/ONeOzoEg6n9M0trXcxN5XdUw9E4kxAflVuXY2bdIvtPdIrb3psjikwdZXQJl1XWnkT0XdHAd4QnM6BLNokgJA2GbMX4ooFiqJk9r31bTe8ZuzeRN6Pro/+4MrrB70WvG0BHI+IMpQtPVVx0g4rb/HBtNmeN0UhzeydniM94FLwFZY8SOuVyIKcNplcYEhGSf4+pq7B1FVsz8FHzwKhTfaxutGDD2DHDBE14Q8vA9uDD7LIiLLe7eCAVi0b2L9jDAPbQ8nUUK8Y4XO0Ib5zEc4L5HL7totGa4C5gj1vvUGcZkCrLF54GB++5y2X2qRWrAJs226qVQBVmxx2nIrAZjSzDr7S+xJsoGk9bwrABUTF7jlUm9yEVYAfBm9iwZKwcs70z7JVkXjlTR9asIRe+0oz6ab3S02YRbAdT9qXaOjkcMfaMGiqAkNX0U8RrJAdBOnv6WTMD950GCCHYstIJp8SapMaMeOm5rrh+w9ZeXM9X5z4SDkQ0vUhJn4QrGPFaZNu3CrAjQdletjzlvQ7ZP8LRHOe/V5qFTOsvGWZQbPIoxZ9LqhQDCsSdLnhzEILra6NF1w3CQC4ed80mp0BHvjB6fBAH0s8MibPPHbMVPHWu/biLx84KkwK2Y6LM4stHNg5keveLFNjBEvyV95Yk+7EnBXQ7Vk4gjlExYziapNJrQF6/VFCS1Test+HMkPy0CaBbMXJPifARsGrX5Pre+jbV97cuOyCt42rwHzSCaoCWYcU2qTOD6bN0iYBonzU6TmZFbJhqkDDHFwphLRJl7EKKFR5U7F7vjaSxYfQJgdYafRgmRom62QD7XH9NZSyNVYxhT5v7aDP0DI0zE2WUS3pmJssxzaOUXiNNNoDfPy/PoLl9W7scepRNzNeKtTz1uMFS/T4wWfYnjdeklvmz8bLA2chVbBEjUy6R0kJURVCVesP3KECQ1UFfMR9DrOokOyc8Icx6aY+b0V63gSHZICMCRGNmFZPYn5FPi9Y4gWVN4P0vA0VvAWVtyuM4kLXkKzKmyzRRvcCmuSLaJNZlTcZbZL8v5tCPQYCX0O+580jPm8i6nvM5y347UXKebE1PkNCnINf7y4AACAASURBVL2GTKVYBj383pKquUWp651Yz1s0R+g1Ih+qoFrOBXd85Y2fx7WSjvVWH62unZs2CZAenizVzLNLLeiaGrJCrnScON/A7tlauLbVygYO7BzHX3/7BF5xy3ZoqsL1iKa3efzCy/dC1xR8+cGTib+dvLABADi0O1/wZuoqQ5vMpzapq9He5wvGNNkD5K9nabsUVrBPRbTJpEhaHpuOYcBXzvyw8iZ/DWWGkMpbnOIpatnIU3kT+7zF54vv+6TylrKOXq647IK3z33j2Ste0tZxPeiqgmrJSKUqUNodHwQ4IwjeTENDu+dk+7ypxVT+gOEP8oDYcJVuZomNPbPnTSskVpIGWnlbbvQwM14KTY35wws9iNWrpvDg1OraIVVNURTs3zEeo0wCweImWY07PRv3ffu5TAnjpbUufCQPhEtr3VDWuFIy0Bu4udREeXUmg4pluGwlZcieN5YCITkw8tm6NPi+H1SnxQGJqpBNcNS0SYDQlHoDlxx8h6i8AfHkRdY9stUsUQ9TFopW3sgcTPZGKPRveWmTTOWNWgXQylu1pA91kHSuVNpknsqbK6fK8xUkmjjIY9KtCARL6G/kZNDf6e/GglTexFYBfM8b+9/w/bnkQN7KG4DEOuZlHMqjnjfuIKipQ1gFRGqT7D5FxyTr88beq8ykm7/vWsUMrzVVz0+bFBkif/fx83juXCP897mlNvbvGLtqKm/Njo0J7ju6df80fN/Hm166J2HO7njp/cmGruH9b7oBX//hGZxe2Ij97djZdVy3bUxIwROBte/Iu2cS1kmwbor6VBWx2AiFiBVD7oMJ3tRkkj6kM448eItXzuj/pvq8MZU3jQuwRPNl50wV51c60rONzCqAny/0O7jS9hTgMgzeVpt93Pft56R/9/0kfeJyg+P6TOVNvmHTQ+2oe94AMnlJz1sOtcmigiVDiDVQCEUbgskp9HlLuf97Xn4dXnfHrqHug8d41UKra2NhtYOZsVJEkeMmNf13vWLE/Ioo2l0b1XJEkXz7q/bhLXftjT0njepyaqGF+x8+hTOL8awSP+aXg4ZsXgRhibEloAf3bj97YRL5vAEI+0LShDXSIKJNisakXsAqgFCoxOIOQJQg2AolLUoly6Kcye4LQGz8Z/nfsAdFUQ9TFibrFj74lhsxO5GvZ0Pm86aqSTVY9u8RbTKi2UY9b1rQ8+aQytvQPW/kixs4XmoPyCgxir2GBm8bXTmrZCDp0QCiyltIsw+YD2ZAXxQlPcg+Kel5Y36jtP3BMvVY8EapyKZQbTKezAiDGW6fECXo8vS80eeyyHqtwa1h5DURbdL3kwGhDAm1ydB8mwrNRIIlAGKHcV763POSxsi1YM+olrP9xFiIgtAHn7iAv/rH4+G/zy21cP3uCXT7Tir97krBRmeAOrPHAsDdt+3Ar99zE7ZNVQKV0aS1RhpecN0U7rxpHp994GhsfB4/28ChXeMpr4yDFfnJqzaZECzhpqQm6JWm8IJ5zr+PGSj80hYcvg8N2MrK2zC0yXjlzeHmLJ9k2jVXg+MSD10RehKrAOL9yDCBaELwCmNzAJdh8Parb7we3/rRWfzg6QXh3x89uoR/9dnHLvFdFQOtLmTTJsWVN9pkuhlYRkCbzBIsUYkIQZHDUN5FSQRVSR6I3GAzS/q8pQcMN+6dxPbpqvTvRUAzeSfONzEzXoaqBD0lNl95c6FrKsqmLqy8UUU9in3bx7Bv+1jsOWk+b7Rn7okTUQP14loH//cnvxdLBFB6pCh4m+WCtzwH5Z4tDt7Yno2hgjedV5v0hWObLvh5Dsv0erI5QqlhTg4xhKKgVLKssSkCNUz2uMpDWkDGZl2HEY1RFAWvum1H7qBPJFhCqyOKAhB9sjjC4E6NxjX7uWjA29lkzxubzd3qzdZ2PHzhm8fw0f/4vQR1uijo64euvIXBW9wgnh54RPRtOsQSPm/MQZCvlvGg1CsK+tuKKm98oo0PZihUziogT+WNV12NvWfKuNb1IJDifOUIbTJORc0CqzbJJjjo4S+iidJ1M6pAG7rGKVAm908avOVNslAYnBULQObJs2cbOHVxA832AM2Ojet3j8NHunXRlYJmx0Y9UPOmGKuauOuF2wAIPEpzrtXv/vmDWFjt4DuPE+83z/dx/FwDBwsEb6wCbF61SZY2KUrmpVXe3HD88bRJLaJNamLa5JYJlnCJ2MgqIE/wZiZ93gS/X7VkYLxq4sJKR3i9NJNuNmFD32er95Ov//AMPv33R2KPPfTkBXzyvsNDX/OyC972zNfx3tcdwmfuf0bIaX3s6CKev9C8rMuclOtM6EHD9bxlCY1kwdQJvStTsISjeeTBsBQ6gBxghVYBmpJYpIYVyRgG9YoBVVFw8kIT0+Ok58AytMTBrR8EOYauiitvPTvciGXQ1DitgEUrCN5Y9avHn1tBq2vj1MWI0kErb/wheGm9i5ngAFAOeti6OQ7KvYETFywJxsVme94SFBaJGI8suy4CT1XiQasLogz3ZmGZGnq2m9lHIbyv4Omxw2tGRZNtNB+m560oRCbd8cpb8jXULDlhFcBU3prtATzfD33ebMcLg5G8YDf0rdxslxtd/H///VH86Nkl2K6Hp0+tbep6UeUtW21SBL7yRpkPVOBERJ2UUaJY2npW7zJvFUDnnWUkhWv4a9FMOT9HNIGXZ9aY5lVXKbyM6remqlCU+P7qBOsY39ObBt/3Y4Il7Jyk9HdWbZLca5TEMHUVPsBUPJOf2dBVWKaG2cliwZvYiJysKd949AzOLbVgGRr2BO0F7ZQxeKWg1RnEBMB48HtOXuGQsYqJd7z6AP7mOyfQ7tm4sNJBu+fg4M4CwZuuhf1Tean1rFiXSIRHdGaioOMsSZtUM2mT9LVbIVjCV5qz3sfUVaiKgkpJF1TexPO8ZOnSfUBmFaBp8X5Ieg7b6nji7FIrwaY6v9zBmcUNySuycdkFbwDwmhftxB03zOI//e2TscOp5/l46uQqfABnUpoVf9qgGZeKZaTSJm1Z5W1EPW8AMumNdFIU6XvbdM9bQoo8Ejwo0g80SqiKgvGaiYHjYSYI3kwu8wxE5XiZWECb6XmTIa3y1uraqFcMHD/XCAO5J08QA9JTC9GYl1XeFte7mJ0g96+qCsqWlqu/qM8LlnDjwvGGC9j5zLCsiZuO9zyiJZEnVg6ftxGPH0oBHKbyRu+FNw1W0oI3RuFx1AIssnsUHpKpoJBQsCTyaXSYA2qkNqmi2aEWGkY4P4pW39j72srN9qEnLwIA/uDXXopb9hMZ8s0gT89bWp9zRGEOaJNB4oCu8SLLkvDAxA2XOG0y/VBrmfHgjb6/Kaq8cVUGXsCDfX++503N9CJVY5+Jwskxvw2JZ5QRrm/ZwdvA9uD5fix4o32hYeUtuJ7OBZqEZkoVKNngO3nf9bIRJt7yQkSbdDwPd71wHo8cWcCRU2vYMVNFLWCDXA12ARsdG/WyKf07b2pfRGDt1bftwETNwpe+dxLHz65j+3QF9Yr8vXiwlbe85yRWwMwXJPPSTLpZGxcWNPHiBL6q7NrMv/ZSVd7S3mb3XA2vffFOqIqS9HmTJPENTRWyDgC5VQAvoBbaz2xx5W19o4+VZi/2WLM9wNrGoHDbEsVlGbwpioL3v+kGWLqKzz7wTPj4yQtN9AYu5ifLsSrE5YYYbTKHMatQbXLTPW/BZpKDNgnkq3hQDCPWQKEqCqe2F3C2VUHPm0BFaSsxHlAx4pW3pGBJySIWBaLKQYvreROBZpZEFMF2z8YNeyZRr5h46uQqbMfF0dNr2D5diTVTL6+ThYAdX77vE0Nw5gCQR3GSeteJaJOUfpKH3iT/rLxVgCgjFrxfjoUsH23SD7PsowQdE07ObG7svkLBkuixrO+VVqOpoepWJzNEBwVaKVAElGcgyvSzGVc2cGZ7DyolPTwEF+17YwP7rbQL6A1cbJuuoGzpuGX/NA6fWNlU71tvQOjrqT1vKcGbEhxo2Mob8XkbovLGiM5kqU1S6hUFXQtKgp433t4mMq3O7nnLL1giTiqkIVmF8UK1SfYzpYGOU1HlLep5U+L36rLBGxn/9NAosnAACGUsjxl07POpSdVMx/Vx03VT2DlTxQM/OIOds9UwkXc1iJZs5Ki8OVzlLe85QlUVvO/1h/CPPzqHB5+4WKjqBgTJPeZcl8sqgKGbiypvqiJva5HRJqnfXFxtMjl/gC0QLFHV2D5Obz3tfabGSvjlN1wfvF4RJFzECV9Z8kVmFcD2F5Jrk//favuZtY0+2j0ntp42AjZKozWcwv5lGbwBJLv3G7/4Qjx2dAlPP08qD0+cWMGhXeM4tHsioQq0lWi2i325uWmTtqznbQSVt+CAnEewBMiXgaTYlM8bZxUQ8a7VxMY+rEjGsJiokb63sPKmJ32OaDneNDT0JVYBWZW3tIC51bVRLxu4Zf8UDj+3gmfPNgAFeN0du3AqGPOe52OlSVQx2QMwXazZTGHZMjIPydS7jj1kU5qc47EHxmF63jjBEplJN230z1F5c7gDEw9VQSRYsgW0yb7tDtUDGAmW5O95owdF+potLrzJvejSaJN+pBbLVhw0LnizDA26pqJkalAVpXAVwPE8KAqEvagA6QlLYzqwn6eVQh/r2xHl5pb901hr9kOj42HQG7iYHitl+rylrflsNYEIjZCAToGs8kb+K1KuY5USU2mTJk+bDCpvphYzoqb3HzPpltAmRT5vea0Chgre9Hjln1ZD+GpmGmiSjiZE+XGuIPqeeZ83SptkH5O1HXzwLTfiTZy4VRZ0PelX5wb9k69/yW44roddszUAQMUyRmYX4Pn+T8V6wPN9bHTt1GoYOdTHf/MiyeYb907iRYdmcPxcA4d25bMIoDANLdbzloetomusSbc44cLbt1CE1TO+8hbMXdJLqwVj1hO/disqb6xVQMgCyPc+uuD3E503DY4CySKt542nUQPiBNgosbbRBwCsbkTVt0abPMZX5PLisg3eAGKg+PMv3oXPf/MYXM/DEydWcfP+aeydr4cH2a3G8xeb+O3//FAhGfOQNlnKok2SASNUm8zpyySDFVbesq0CgHx0NYB8vs3QGRUlSY0EEGT2kybdW93jw2KiZsIytLBnjTTscz5vgZm1qauwZbTJHJU3QPydt7sOqmUDtx2YwRMnVvDEcyu4cc8kDuwYx8WVDvoDF+utPlzPx575eow22R3EM8QAcolDUO86PlPFLsLD9h8mFktJVZmv9KUhkzapbh1tshRUI9whaKT0XmLjPyNBQT+LL6mkjBrSnjeFVMbFPm8RbVKkNkkrDxXGQmMY0RJKzRNVxAHSFP7/fOpBfPl7J1NpMD98ZhF/8vkfS//eZwzrx6omrts+tinqZG/gYmainBowFgreGNNh9rDIIhQJSBwEEet5S2NmyHvetNh70GsZzLXkgiVJn7dhBUvy0SaTWXxdVSPvvFzJooCaFsz3uGCJB01TQzEGvufN9fxwL2erK6LPvGuuVoiiB0Qsjvj9krX6zpvmsH26EqolVsvDCQWJ8PUfnMHv/Nn3cWFl+KTGMGh3bfg+MJbV88bTJgsyMN792oOYrFu4cW/R4C1KLBFaco6eNzWiGYoSEqqihAEQDzqm+NdYAX2TrCtxGxcKNnE+SvBjMqJN5gzeClTeRMGb43pwPV+sNilQIgW2VsG4P3DDBDobqDWCotBVGbwBwNteeR3WWwN85fun8PyFJm7eN4W983WcW2pfEj+4MwstDBwPGylZUxZ0ghg51CYj2qSfeHxUPW9Zi1ZIH8nJu91stoYsRNG/6YTRVbHP27D0zGEwUbMwM14KN2LTSJrUUvNH2hDMo92zw/4CGdK+81aXCJ7cdN0UOj0H33n8PF64bwo7Zgj15cxSC8uNHnRNxbapSmx80UCODcLyyLJTUZZk8BYtwsP2OWqaGpPqllWVi4xDx/WhKPIxSEQZNlchloGtvOXZmOP3Rf6bqLyl9ryRg2KY5Nji0psi6nnzWbVJgVpscDjSmN4Nz40qKjSRxFaks2xURKDVzpKZrIgDQLNtY26igu89cQEf+/OHcfJCU3idxbUOGh05m4L3PLz1wDQe31Tw5mB2vIR2z5H2N9iOG1ZoRGCzzOy4JodFQeVN0mfC9i1mzQ8+SA4rb3qyB4321lDQtYJPsGiqoPI2NG0yO6EkEq+gVWL2M6UhrPTrNEBTmeAtfkBXFTJPItqkx/S8pdMmhwEfnNL30TQVhq7hD3/9rlDtmPjORnPu2TPrOHp6ODGeh568ANPQ8Il7Hw8PoSxOL2zg8ePLmddZafTwtUdO5+45ouew1MqbIGAvGqDMTJTx7z/8CsyMF+tBtJhe+DwWBUBcsMQT9EDzc4aFKwnAYrRJTUybpK8d9ZbC209F9Mx8r+etlKQ9b7omDN7omiXzeWOvzf7/VvW9rbVIhW16zMJqk/y/5/vYaNuwTC18rCgu++CtUjLwjlfvxxe/exJjVRO752rYPVeD5/k4t7T1WZ+Lq0SKlJY4s0AHk6YpYc+bTCkosgqID5o02ei8oMFb1nV4aeMs0OcV7feh4EUP2MobT6lxNlHhGwZ33DCLf/byiLZiCnveiLAHXRx5tILKWRrSvnOiVknk1A/tGkdv4OKW/dMwdBU7Z6o4dXEDy40uZsZLqJb0WOWtN3ChgAveSnqm2mRfstixHm2uO9yBw+BNuh1xrxgvkJIGJ5gfMulhmt3fCsEbi628FQzeRFYBWWp7WuhZF/z7p9DzxtImASTWM0p9Y6k57OeKKm/RvBjG6432GVpmMqkCkMrzwV3j+MNfvxMz42X88JlF4XXWWgP0UrwPecrNrQemcfxso3CwSdEbuKEEfKsr/szkkCVnW+i6Bjuw0mAz+qauCitvMqoSmzzLU3kbcIIllLYKRGs3yzYJ71fNWXnLMUdTrQJy0SaTPW98H2EaomQRQ5tkfN6SAhMMDc7zYem0582TvmZY8JUEer+i35VPJv/jj8/hC986nnheFs4ttXB2qY1/+b4XYWa8hE/edzhBr/2zLz2FT3/l6czv9/6HT+HefzyO3/v0D3AkaI9Jw0ZnADNQ5pRB2PN2ic4R5FzAWAXkpU3S8eQnqf4K06fKg9L+pLTJgMUlok1GFjCj/W60hGAJ+W/e9zF00jsdWppIkky8hywF/f5FapP8a9hk8VZRJ9c2+rAMDTtna1gNqmytrg3P97FvW/3qrbwBwN237sCe+RpuOzgNRVFgmRq2cQIOWwXqI5G3qZCtvFVLBnwf0oOC7RBq0VZU3mi2O+uASf+et4oZStNuwueN37wBhLSrhM/bJRQs2Tlbw103bQv/bRnJ3hraCGsaScES2/HQt91capOA+Dtvde3QJ+72QzOYmyhjPpCP3rOtjtMLG1heJ/1uZUuPGXB3+g5Klh5bJMkhOf3Q2Ru4oZxw7D6ZgwGpghb/LdjF0vOI8EZa8CZT4WSR1RNK+3pEzd+bBd0Uh1HfFAmW+BkHC+qdJqPBjRoiTyF+k+dzUZT6ltXzxs6LrH5gESh9pmSIK2+9voOyqcHQNcyOl4S0ZgBYa/bQt10pTaZnx2Wm926ro1bW8dTzw1UpKG0SIDLnImSNaaqsxmfaTUMTMgDoRxMLlkS9V2lJuJLJVd5oFp8LpkQCQjK1yVFW3vLYDCQO8oy3naGLD388eOEJllos8vKKm9X7MLjK2yiDCb6yCMiFaPg5t9EZ4NTFDSysir2yZHjk6QVcv2scc5MVfPgdt6A3cPCZ+58OD9vffOwsun0Hvu/jx8eWpNfp2y4ePnIRv/GLN+GOG2fxiXsfx6e/ciSVXrzRsVPFSoBAgZOjTRZlSQwL9sxQRLAkbtLNzRlBHzKFjDZp6ip6Ayeg7cqsArbGemYYk24WmqoQaw2foZIK9nEZbTKsvElNuuPrQfi6LQre1jf6mKhbmB4rhYFaM4gnrts+htXGVRy8qaqC3/nlF+O9r7s+fOxS9b1FlTfJput4Mf+GqPKmhqaessOz7XiolvStsQrQ81bexBujDGGmZxO0yVjlgVl8RM3sl7LyxsM0NPT6fM8b8UMz9KRgCc3MZ/q8hcqK8e/c9320u074+tfdsQv/8pdfHB6a6ZhfbkTBGzu2en0HZSu+YOXqeeNoYhRx2uTwJt30cGELDnkUVM0wV+UtoyeUHlC3YvzQwGE42mQQ/HA9P2nxZShYkkNueRRIU5sU0T6BKMkSo03GKm/k964wwVu5ZOTyH4zfB/nOLTPpvwgEVfFgzSWCQuLNmNJYZApjbM8bQH63W/ZP4/Bz2TQwEXoDB2MVA6ahSg+mWd6e9KDCi/XIGACRVYC88uVkzGlirh5v7tc1NRFM2U6UsKQIe964/YcXxMkzR1VFgQJxxTcrgWJwtG02cBJ5pIlgc4dwvueNXwd0pspBBEtoz9vogzehSbekR6jC0SYpBfGRIwup79Hq2mGi3Pd9PHJkAXfeNA+AUDE/8o5b8JNjy3j4qQU02wN8+cGT+KXXHMDLbt6G7waG1yI8+swiDF3DS26Yw7tecxAf/8BLcG6pjY/9+cN47Kg46NvoDFDL6As0BFTZS5UENgO1yVAbIK9VgJdcNylkFi2AvI3FMjS0gyq/LlGb3LrgLW6FVLjnLex/T2/ZMAQ2GQBJCihAmDThr83rKtDzSJb9zIWVdmHxQoCIlEzWTEwxtMlGe4CypWN+soyVq5U2SVEy9diGume+jtMLW+v15rgelta7qJZ0NFriL/jwc8sxl3SXOaBWMvyMBo6LatkQWwVsuudNvHnyUCjd6RLRJhVViWXu2ayMpkaCCL5PDqyjlnovAr5hHwiy8rTyZnux/p9W8DtnC5YEhx/ud+/2XXi+HwZvuqZism6Ff6e9nhfXOpiZKBNKJFN56/bd0JibolLKVpukxuPJ+4xX3ob5LQxNhe+Tg3coNJLiZ5XrMJVx0FUVsmEMY6SdBUqlHaaPgj6dV1vNMumm4ivk31u7ZIsOCl5A5REJrgAy2qQXZks1VQ3Ud6N5QaoAxWiIVL1NNC8BQpuk49iQ0AkBkgkFIAwAgWTPGwDcdnAGjx9fKdxn7Xk+BrYHy9RQLxvS3umB46X3vOl85S0KjIc36U4/1JZMLWj+D3qzHRKo8L5rUUApCN5ElbcCtOHwvgV9P3kUcHmaFCs0RLLw2fsen6jhpd357zBGq/SSapOjFFLipc89X85uqHKJvI3OAC/YO4mHjyykWmH8zXdO4Pc/80P82ZeexGNHl7DS6OOOG+fCv2+fruJ/e90hfO4bR/EXX30G26aqeNnN23D3rTtw5Pk1LK13hdf97uPn8YpbtoX3ume+jo+9/w7cfdsO/MVXnxa+ZqNjYywjeEuqFY6OppqF0Ae0QJKbHU8i9VWeasyCFS+K3YephYkiQ1eDhIIg+bEFPdSamhQsKcKA4fvfZTRjXUsqrQJk/TYNTfieicqbR4RNNFXJ7Hn7X986jn/zP39UeN9a3xhgsl7CFFN5a7T7GK+amB4rhVTKorhigjcee+drOL24kakQ43oevvnYWXz9B6czr7na7OEL3zwWLmRL6124no9DuyaklbdW1xYamRIvGXLQkNGDbMdDrWyIrQJG1POWS+1IS/KhZZCV6fOCHqzD6/nRoZTdoC+VQEMaRCbdoVWArgUBQvRZ2l0buqamHsIAeX9XK1gUZMEf7fU8ca7J0CadcLx2+05MaRLI5/PWYw698fvcfM8bm0UL6VWSsS3jsPNwsmiTKpG034rMIqWS+Sg+B6RWAVm0Sd9nKinF77nQPYoOyR71eStGm2Q/l2VoscrbMD1vNBjn6XwUPSZ5YRriipTteKFheFdWeRPITN96YBq26+FIQeokvc+SqaNWNrGRUnnLVJt0vYSvk8yyRFap1Zj+mazqMQ1g+wMqrEWSJnzlLRL0iFML2f9S8AfRvNVxjcvmA2TcZdImRT1vlDaZO1nEGZDHaJNJahwraOJ6PnRdDVgFwfc4wkqQyISc3EN65c33fWx0bLz2RTuxsNYJE+GPPrOIb//4XPgax/Xw6DOLePsr92GjY+NPv/gkbto3mQigXnP7DhzaNYGfHF/G+95wCKqiYNdcDft2jOG7hy8k7uXCShvPnm3g7lt3xB7XVBV33DCLds8Rnu3y0CYTfdaXsP2CJlOKJLlpNUjm5Smyb6GQBaamroXrK6U6i6wCtiI5zu/jvpdfrIS8Pn4+Klp560lsAoCkmI0T0KhlIlgsBraLi6sdfOpvnkisG8vrXfzl14/i3FKyoLS60cNkQJtcbfbh+z6abRvjVRNTY8TuqVtwLwSA9Oacyxi75+sY2B4W1jrYPl0VPufJkyv4wjeP48JKGzumq3jjS/ekXvPsUhtf/+EZvOKW7dg9V8PFlQ7Gqia2z1SwuCrOHnX7brxEHww4uhGnqarZjie0E3BGSJvMtXioSblhGWTqRnnBL0TRYSTe8xZtQj+9/AJvUgswVgGhQW60eRObAD2zMVemdNbu2lCAkG6buJ+g1/PCSgfT4yWUTB0uk9nvBgbiLLKM4tnPxCNGm/SLV5rINaIsGt1QZQdGPmMng+2mVynoGNsSnzdDCw9ARTe+qHIVPZZlOUCz+Jeq500mWKKxtMmE2qQfqE3GKw7swdo0tNi4HsYqIFZ5EwVvg4g2bEnUYFkGhazyxve80ft/8aEZPHJkAbcemM59z6ySa71iyHvesoK34ECapE1GvbdUIl5h1lh+LYrTJtP7WGkCsG+7qJT0kD7I97yFdOiYVUAQvGWoTebtS00bl2kQUugobTLF5JcFpetSqFxljVdEZj8jvUdexGSUPW/xw2iyCkrBVt66fVId2jVXw417JvHI0wuwTA3/9StH4Lo+btw7iW1TFRx5fg224+FNd+7BPa+4Dk+dXMXUWClxbUVR8L//wk04fq6BAzsiY+u7b9uBL33vJN72yuti69x3VjxxbwAAIABJREFUH7+AG3ZPYH4qaUpOK/SdvpNoQdjoDmJsFNl3wh6GiT3EpUkCE29YL6waFbEKkHl58glvFo4ksLEYyiAx6VYT7KqtsNIBxFYBxSpvcdsg2R4p63mjCXYRREqWuqpAlewpLBzXx1vv2otHjizgM/c/jV96zUG4nofvPH4BX3vkNFzXw975OnYGvooU660+brpuClNjFhyXKNc32n2MB1RKgBSO+Ndl4YqtvNXKBmbGSzh1Udz39tz5Bv7DvYdx64Fp/NpbX5Ary0szE5QDfmG1g21TFYxXLWnlrdN3YlketvIGpB9SBo5HaJNcZpA2mW4GlhlRQ7JQpPKWZZCcBV45KaSDaUpMLIHez6W0CuAhM+kmPm9kcWAPiK0cNgEAQ1XlDiOtro1KSU9dUPfO1wEAs+NlpqeSjK+eiDaZo/LWDxQ0ecRok8OadDMLcVrPG308j2CJ46bPD0r924rMomVGFZ2i1GFh5c33U6tpqqpytMmtnQ+iLG/U8yauvNFDQNoBdbJuhaIdQEDnLdzzRn5P3jyaotuPxrGsF2x1ow9dU1C2NKGQlOf7GEiSGS99wTx+dGypkCpZVHnTUKsYm6+8efGkFitN/kefeww/PrYcfA7yujTaZJaUOa3Gh75Vrg9DU8NxQFkTIt9Fen/8+p2ovOXweaP3zRsV51mTjISvUxSw6pqS06SbFyxhrQI8CW2SUV1VlFjlcJQ0PtJTHA+G6T3wIFYBZM5tdMl5pl4xcOdN8/jB0wv48787glsPzOCW/dP4wjePASBnoRddPwPL0KAoCm7eP40dM+Jkea1s4PaDM7HHfu7GOXR6Dp48ESlJOq6HB5+8gLtv38FfIrxPgCQzeTTbg0wvPF1XuID9EtImTUKbdLgKeRroPuv74t9OxIagkNH3TSZ4IYIlYkbFVnwvuqbGVBxF9gfpr89Pm5T1vJmS4I2uB6GSZVCVlVHxWTiuh6mxEj767tvwxIlV/ItPPYjf/s/fxw+fXsCH/vnNuG57XZgMWtvoY7JuYaJmQQHxdWu0BxirmCiZOqolHasbxfvertjgDUjve3v6+TUc3DmGd7/2YFiazALNTDwScMAvrnSwfbqCiZoptQro9YmiD1sx0rWIYlS15KpqtuMS2iSbOaPN3yOrvOVsmC1aeRtabTIpFQ1EPW+sBxGw9YfVNIiEEUjPmx5V3pjAu911MpUmKUQ0oHbg8ZaGPfN1mLqKesUIgzeaZewOxIIlfdtNzTD3JJmqGG1yyP4xSqWyXU94yGOhqUpCxEWETMESJapsqiPuEWN7oYqOTZp85HveUq0CVCpYQv691TRi0SbPq00mgzvS36arCrPhxrOtv/srd+A2pmI1XM9bIFgisPDwfT9WeZb1gq23+pioWShburDyZtsefIiVyl64bwq6quBwAc83at9hGRpqZSNFsMTNZdIt63lzXA+nF1phZVFqFaASw1+RvD+PiDZJvkc7CPZkapMsbTKsvAmqUvz6nyf7z78ub0+0zgl6sAkdnl4nA7UmYe9F5vMGJGmTmqbEeo5GSefmP4PrytfYSmAt43mEMqmpCiqWjjtumEWjNcDqRg/vf9MNeM/rDuLI86t47OgSfnRsCXe+YH7o+ytbOu68aQ7fYYRLfnJsGa7r447rZyWvIf1KLcH6sNHNR5u0f1q0SV2Fj6jinr9txQ8DvmKCJeLAhl2/Qp+3YN6zr92K/URPWAWkJyh5hIJuOWiTsp43URsIubd4/yllK5CEYPpa4LikSrd9uop/96GX4xMfeQU+8ZFX4F/9+p24/eBMouJI3sdDo02qxbqmYqJuYbXZQ6M1wHiNJCFYFcoiuKKDt21TFSxKmmGPnW3g4K4JAKT6QLyZ0n8c1yNiEeutPp4718SF1Ta2T1UwXjXRaA+ETb304Mwq6rELBRGMSC5CXrB58pW3iIKyWauA/LRJTc2XgQQ234umKgBhdkfXU4LriXrefpq0SVNP63mjtMno7+2enSlWQiGiqrZyBG8vvn4Gb7lrLxRFgWmQjBpNTMh63ujfZODV9cJ7DDZBz/fh+xjKKsBgFmLHJb+1LOjJK1iSp+eNvufIaZPmZoI3oqhZWLAk1vO2xZU3wUHB9bzQhxEQ0Ca9iDZJ75OvqLA9cwAZl0V5/jTLXDL1RGA2sD34PmI9b6JeMJoFLZtxsR8Kmn2VCfi85MY5PJyhzseCqtMqipIqWEL6nOUJiTS1yb7tYbnRg+v54QEkEiyJX4etSgPpY1hVFRg6I30eWAUket4cSqtlfm8qVqMlD6LDKAonXpdTwS5h0s1k8UWHLRH4w3+c3i/yeWNpk+TvmqaGianR0iaTPTyAOLlKE4udvkNUG8sGFIUICb3rtQfxobffjFrZwNxkBW/8uT348797Crqq4IX7pjZ1j6+6bQceP76C9SCx8J3D5/GyF26TVkcUhXjktgWeiKTnLaPylvB5G71wlQz0M1FWQZ7zC99GkbAKEFCGKVjri9h9BOsXVfEOvWWHmHtFQYoBcRGdIvsWPTPQa8hsefggnaJvuzHaaPze4t818cyUU/FZOK4fJqgsQ8N4zcJ4zYoJIPHnl0ZrAN9HSPWlipPNzgBjVTN4bDjRkis6eKtK+sk838dz5xo4tItwr8sleoDNLovWKwZu3jeFR44s4OJKB9umKxirmhjYnrBJnh6cw2ZkLksno03SQcdX3ujjo1KbLNIwmwc0+z2ssaOiCBrWmSwt3/O2FZzsvOAz/J7vh2IGuqZCAWKLB+l5yxm8CcQ5WjlePzdZwdteuQ8A+S7LzCFYrDYZp1aK0LNlgiVqrKq8OcESL6wuyMaOrim5MuG2m602CUQ+iqMEW6EcRnGVNUkGsnt+6KE1+g0Kv2Wx+5P0FqlB4Alk0CYZ8+K0757SJmUZZRHiVgF8LyoZ3zR5wZrlsqDBW0lmN2CLDesp7nzBPA4/t5JJsYnuK8oC1yomWrLgLUfPm+2IBUsGjouLgR8ppXHLghtCm4wOcVljmKUT0UqdqOeNn4/EBFsRUgpHUXlje6XTkBD0YN6PtTFJA9nTuZ43L9rvE4IlPG1SVeKPDUlBF4H/DGGvlWChqFA6Ys9OCH+88ed241CQ7AaAf/ayvSiXdLzkxrmhlaUp9m8fw/aZCh584gJWGj08dWIVr7pte+prqmUjUZn3fB+tPIIlCZGaS2jSTYO3YL/N8770+w1tpkRzVjJMZZ/NCuYjXVNEllBbZRWQUED18ht0A5FtkJ0xX2Tzl5zRxAyohBhKkHzJI1iS5dvHf26A7DeqooQCP1N1UmVrtAYYr5KAbnqshJUGSWwcP9fAv/2fP8Izp7KFsa7o4K0sEWM4v9xGp+/gwE4SvOWpPgBRY+SdN83joacuoN1zsG26Gn7Jor63sPLmsIs5k2HOCN4Slbdg8720tMl8Kn+AnGOdFyrX80az+vRvfM/bT9vnjZ3QfaZ/RVEUGBw1q9VzcvW8AcnGWYDSLvO9nqJsaVET+sAJfa4oSpYOBXK7CiBNsEThDozDBG/kNbbrZdK02Ox0GvgECY+o8jb6jGus8jbEtfnKlpehmMcLlmx1MkNk0s33vIl64jQ13leRdWCqlHRCL8pIqMXeh1beBP0J3UG8YmZJaJNrG4Q2WbJ0odokneMi2iQA7JqrwXE9aQ+06Hq0D69eNtDqil+XyyrAJUIIihKNA0Kb9HBhtQ0g2lc8D1AgFyyJ6HXp44nNSFO1SXpJlnokmo8aE+iF768kK2/5gjc1cfCk75EGXRdZBRSnTcYqb5wJt8ik24nNA25u5FDJzAtdjaxYyL3KK29hj3SPVN7SKlhlS8fHfuUOvPu1Bzd9j4qi4O5bd+C7j1/Adw+fx95tdewJerdl4G0N6H17vp+r8sb2AWbtO6MErfhQD8u8mgNA1IIhpE3KKm+eOKCgQWQYvIX2RHzlbfTfi1CwpOB4Z1t5ZJVTWeVN5ltLrwsw5/Vg/pq5Km9eqgaDSL12baOPiboZfv7psRKW1rtodYnaJABMjVth5e37T13EwloX//5//QR/+bWjqfcztNrkX/3VX+Fzn/tc+O+zZ8/ibW97G7rdLh577DGUy6Q5/SMf+Qje8IY3DPs2qZCJMRw728DOmWpIQaN9QFkN8pT+c/uhGfzFV5+BrqmYGStBUQiFrtHqYxunjkSreY4TLZ7sZKqWDCwIlCovp8qbSIlIhs1msUjlgetBUKPskMdsevSxnxbIwSUaMxGlisnuc5W3vfP5FIN0gUhMu5dNCeFRsYwwgSAy6VYVBaUMWXaZOpMRjIswkB4iWKEZeMf1MitmeaW7HSdDsCQ4XdrO6BvVzU30vAEik+L064Q+bwWNToeFUNXPj+g35N/ixne2IuF6fmq2NfLAtGMWAmlwgvcRVd7oHKDBtWlowo19baOPAzvGsNLsCStvfdsFtXkR3neQDGl3bYARYJGBteGopwiWZCkM02oCnzyjFcYLQeWNrlGyA5OqRJR9IFtQgRWHoYcXKrgU9rw5YssBXVUSFSC2rxnIv5/wtEm2VzoNCV8n12NoTnmtSeLrjaYSr1L6PfLrIluBDtUm2cPoJhOgLOh6SpRYkRqUqypharR7Nlo5esdmcozvvHjZzdvwV98+jq89chrved2hzOdXS0ZCsGQjUGqtZ7BTkiI1l06whCbNw8pbnuS5Gm/BSBMZ4iGrSll88BZW3pjvJadYUFHoKm8VUKznDRB4zAouIFWbTLEK4D12qUaFKCHIg6VNiiBKyK+1+pisReqoU2MWHnma0O4pbZLteXvqxCre9sp9OLhzHN949Ezq/QwdvL3rXe/Cu971LgDAsWPH8OEPfxgf+chH8IEPfACf+9znMDc3l3GFzYM24PI4fnYdB3dFcrVUXjqz8hZsTiVTx+2HZnBuuR1OpLGg740H3/PGl1aJVHtyw6b0lkrZiBmF2uHiu9ngrYBVQJHK2yb54/TwEF0vmpixylvok/LTrLypQa8W+U17XFaeF0Uo1PMmCJhbXRvbp5PSyWkoWxpDm3QStEmAZDG7aZU3W6w2qWk027+5QJouarRnRgadkZrn8Y1Hz+ClL5jHeNUk/UE5et5sd/QN2WrQa8haRBR6vZoc/3l83mhv6LB05fz3JxYsoVQWAIne35A2yfx+Wf0UvFJqHlBfMssUW3iUzMiY1TRUDIJ+TXYMkEwo6XkTVf3Smt0B8v1USrpUeIRHjDZZNjCwvaAnI3qPPArDRmAJQCo90ecxA0uEi6sBbZL2vEmCZ5rFz6sazFLH2eQLO05k81EPhBL49+crb4akP4UFn1QI1Vcz5oORkAaPgq0itElebZLeg5Q2ySQxVDVIYHnRb7PZ5CwFpXM6rgfL0GI95CLQitZGx0a9XCxRuBnUygbuuGEOPz62hDtvyhZAqZb1hGDJRseGoaup8xOIGCMUl5I2qQaJn07PSfSBypCovImq5VLBEnEigN4HHZuynretoU3Gg+fhKm+R6AmrEMuCD9Ip+gMXtTHxOSysvHHKr5ahZe5FWZU30Tma0vQppsZKWNvoQwHC5Al97OJqB4vrXdy8bwpTYyV88K0vSL2fkawgv//7v4+PfvSjKJVKOH/+PD7+8Y/jnnvuwSc/+Ul4OSXoh0HFMtDpJ/smjp2N+t3C50oCPRbsJL/nFfvwjlftD/82XjPRaAmCtwFHm+SykLLqoB1sstWSEZMupbLEmz2kmbqKX33j9VJZXxZFfN42S0FI0iajic3SAzbrJzcK0AMWPRCFlCqT8sn5ylsB2qQ6XM8bjzJTVev23YRgCUDGYJqyX68vzlQZQeOxt8nfglbUsipv/KLP4svfO4ljZ9YBUMGSbLVJ29maRnU6LoauvPFqkylznRxavcDodOsPIKSqkAzO2IMIz+Ch6ybvb5V2v7RJXKbEKwI5eEeyzux99vrxvk06PthDnOf7WG/1MVUvyXveBnKZaYq03jUeXYY2WQuq6vxr8ygMRz1v8SoCtUS4uNLB3GQ5TAr6vi/sj1SDqlGYkMnseYsSVI7jh8kXdq3mpfQpWGXK8DFBz1seUSFZ5S1TbZKvwniR51d+wZKkzxu9lshDjKdVhnODpYGNijbJ9BTTe9VSzg/ULmCjY6OWUXkbNX7xFdfh1976AuEexYNU3uLzk1A9jcyzUVKw5NLRJgEyZzp9O/dvHAYUssqbIKFGkWaHYxlqKm1ylL2XLEhQFSlben5xxki88laMNkmsAsS/t8FUqul/NU0NLR7SkFV5E60n60GykGI68Eislo3wd58eK8H1fDz4xAXsmKkKfRRF2PSIfuihh9Dr9fCWt7wFKysruOuuu/Cv//W/xr333otHH30U991332bfQopqSYfvx/sm1jb6WG70QqVJinIGdQyIDgcAsHOmihcxUrYTEq+3ROXNS9ImRQeUgeNBAcLDOv3RsxrX80JRFLz2xbtyXUtE4ZNhs1ksRYkfDtkFhFJqfKbS8NMULKGHOHog6g2cwDMlUBzS+Z43u4BVQLK/q93LVpvkQU24eal00XNk6EsES7TAB2kzPW9AJERCKm8pB3pBQEvhuH4417IoZmHP2xbQJgESvBEBj+FopHSqUbnzzMqbm/28UUFVkDgo0ASLrPJG1wRdVZlen+zvvqhRN818loIKA7tREpuMaO7Rhn12fm50bLiej4m6SXrehGqT4rnAolYuUnmL5mStTO6Pf+0gR59z1PMWVz40DRWrG320ujb2ztdjlTfRgUkLkgd5e95Kph5W3hymv0ZjfNdkPW+6mux5U/jKW85xzff90P0qF22S73kL7jV3z5sT39NpsOa6Phwv6fOmi2iTatw+YGQ9b4wVC0APo+l05U7PDgOhS4nt01W8NKftgMhKJG+10NAFCqOXkMFjGqQPPa9SNp0jNBGcSHhwrSYs0iihpqGF8zIcs158LmzFnsIqTAPZCUoR2OR2Km1SUnkTMYnodcm9MckOVYFlqKm0ST9YM9OSACK1yXUBbRJAaBMAAONVE5qq4HtPXMDNBZRdh6ZNUnzhC1/ABz/4QQDA7t278alPfSr826/+6q/ii1/8It797nfnvt70dH6XcTOYyOWqhdmgF+3o+SYm6xZuOjgbO1yN1yyohobZWXmjbKlkoFwyhM+Zn6miN3Bjf2PNGKu1EmZn64lr7NgYoNNzMDNTi93PQrMPg5Gcn5isoFIyUFlqwzLT73PUKJdNWJb4c/OonGnAzPgeU9+rZKDEfD+1800YwfU2BmTgT0/XsNy2oWnKJf0eEvdaC7Ik9RJmZ2o4tdxBpaSH91QpGzCDz2I7HvoDF7t2TOS657Klo1SOf+ednoOd28YKfebpiQoxLh2vwPeBndvGE6+fGCsBqiq97sDxMD9bT/x9fKyEjZ6D8Qkyt+bn6mH1oAgsU0e5asFRFOn8AoBKxYQpGYeO60E1yHev6RoMXf55dIscSjwAY/XSyMdQrWKi2R4MdV1dV1EfI/dED3Mz0zXptWo1C15rgLGxMjR16+fDQrMPz0fsfSxLhwtgbm4MADA+UYn93fd9TE1Voer/P3tvFizLlp6FfWutHKpqj2e+Y3ff2yPu1tC0hNTISBDQatRIjWyaAKmhrSAYBCHbrSACB8ODIByCkBzhFwV6sCP8wgsPbvnFiMDhCMBhZECKMDJTC7gt3R5un7PP2WdPtasqRz+s/FeuzFyZuTKzsnbt4Xu59+xdVZm7ck3//3//98nthP62g4Np4/3u73gQHdYS13PguA5efUXex+7+VPUNOO4R9nY89VnuxFOveXRPjt/T1QkYAz70gYf4t++e4t1nF5Vre/5z7My8xnt6cDBDwuyeBeMc9/bz72F36oJ7TuG9LLO7eeXJPu7tmbOu9+/NkIJhZ8cvrL+PjuZYrCI4guPD77uHf/87L/Ho0R6+cbyAENU5wjmD4wjsH8yyax40Bo37u756Ro4j1D7hOBx72dyaTD3jvPZ9gf394hh4cLpCmqbqZ44rsLfrt36XE8/BTHsuEZP3/OTxfmPC697hFNCfFWM4zMbl3p6P0/P2eex4Arvadx5nybt793fguAJ+aQxPpy58+j6y6018B5OpvP+2v7nLHN/JApz9gxkePdrF148X8BrWxvsHU6SM43LVfa/ZJJ482sVvfeO0cH8JY3hw2LymAMDDFwskST7GGOc42G9/Xxts3z+bOEgg6fU276EE03QmD/aPH+0VhMd2djzENdevm3vyPlzMsjPGMkt8ynGyl11PJrHWPQZCyHMunWl3d0/gWn4XhInvYLYj50iaAvfv7VTef3wZqvO3/rs4TfHw/qz2eo7g2M3WLt93sTPzcP/eDuKvn9a+J4ql/+ejh/V79d6uj/PLoHQvwMMH+b0/TFM5P0t76IPDKZ4dX+IHPvmG9fc0KHgLggD/8l/+S/ydv/N3AABf/epX8du//dv47Gc/C0Bu6o7T7RIvXlzUKuuUQVHu1791AhbLCfBv/uMR3ny8i+fPi+bdDmc4ej7H0dF57eednS8RR7HxNZ5gePdF8f16Je75iwsc7fs4OVsgTRL1umAZIIoTfOu90wId5+j5BVzBVObsvW+fYX/Hw/MXcwjGGu9z3UjiBKfnS6trvnx5CQb0vr8wjHAxX6n3vzy5BEtTHB2d4/RU9m08fXaGFy9kv+Emv4cyaHx9++k53DTF06NzuIKre2IAjl9eynvPxkK4DKzuOU1SnJ7m33mcJJgvI0SrqNvfnCQ4Pl3g69+UlMLFfIWjo+JLBAOeZ/dpwmIZYXm5qvx+tQwxvwxw9Dx7Vi/nWNSY1TeBM+D45VzSxbJnbfxT4gRnhnGYJLISe/TiAkdH57i4DPDkwaz2c86yxvZVEGFxafc8ukAwWZXs9blpipPsWRDl4/TkEkee+QAdLCNcLgK8eDkH28C6cH62RBwnhetcXAaI4wTHL+Sa+uLFHDMtkx3FCc7PFpjPAwShXD/jJMXlvDqmdDw6nOLXfvNb+O637bKN83kA1+WYX8jm7m+9d4rVgQx2jo6L6yZRIr/99Awsq2y98+4x9mYeTl7OEUcxTi+q9/f8+BIOa17fXAE8e9G8lxBeni3x8GCiXrszcfCN907x5v1cDOLpS7nunZ0sENXQmxeLAItlKNdL5HNomc3Hx/emSKJYra3yddW/g3OG5SrM5/TxRWMFOU0SnJwu5Lybr7AzcXF0dF5Y+16eLJCa5nUKLBfF+Xd2tkAU569dLEIsl2HrdxknCU7O8rXh6MVc3f+iJssOAMvLoPD5QRCpcRkGES4M614ZFxcr+J5QrzvNxAWePTvDfB6Az7zCZ8RRjPMLea9BGGE+XyFNEpydye9xsQixWpn/5keP9jrNcVpDnj07h4cUL47n4A3rhNwL5ji5WCENzWedbUBqmJ/vHV3Ad9rXwPnFEkGYr2HL1fB9oMtzEYzh+HRhfU6i8+7zY7m+Hh/PCwmV5TLE5cJ8/6fn1fWa4HCm9ls6yzx/foFJ9tFn50skNe8dgvNsftCZ9uRUBtOdrpPm60sYJbi4qJ4LLs6XSjn3OFPbBaSYVFAzvwC5dz9/McfRroeziyWiKEYUZGedmvdQy8z52QJHNZTMMIhwMS9+xuUyxGpRvJd7+xNMPV742eGOh5dnSzzZy9cSzlljMWsQP++rX/0qPvCBD2A2k1m8NE3x8z//8zg9PUUYhvj7f//vj6Y0CSCT+OSFXraT88DIGZ367Q2JcYmSouNwt0qbVApnmrJZVOL/7yhvleK1g4z6lXNwc5PvdTUz26JJKKKMoXz9smdJHOele92LpK4Rd5MgTyMqpy9LYgaepnZEyli2Uv/l5lbi9+9MuyU7yOw497ky0CZ9t1awJE4SBFFipBm4jux5G6r8SVzwsI12wM3jkKgRRHMLW4RPFDUiqlKa1gHfE73Hpt58buOfR/0OfRS7et9fRbBEzvlm2iQvUsPidqrMj376/fj1rz7Du0/tNvUouw9SRl1qNJdlUOz3JNU3ohECsv+AKCwTg2Kl/Jyovedt6najTWprxu7MrfS8Uf9zXZ8GALhCKAqzU6BNys9+9f6sYEye1IwXUjuNMrp6G/XX94T6nkOt56PQ8xab6dC6YALBJDxi5YVl6JWjz2t8n1OUje9Fmyy1Quj7VFQSkKHfm9QmizSw9axLRAfMPbHMyp+EnYmD4/MVgjDZOG2yC+rUJm3UmCt9ji3fybrhefKsadtnR5T03Cqg+Ptmk+4m2iRX+6TJ520swRJF5aW1qKdgSe6VaP4b6ZwclOawtAqoP0e5pbnoZIKGywbaZKQUt9sE14r3EoZJZV1/uO8r+zHCg30fH33zsHXvKVzP+pUGfP3rX8crr7yi/v2xj30Mf/7P/3n8xE/8BKIowg//8A/jR3/0R4dcohVlQZCTi1VBaVK9buJaqE3WbyQmtcnFKgKD3MxVz1ppc9UlsXXVmTBK4DlCHTJooK+r560LBLeTaAeaG2RtwAyCDbSRKSlyFbxdXb8bQW9kLXOpPVeow+HFIoQjWOMBTEdZnIP4/V173sike7GKwZjZn2o2cVR2v4yTczmmD3erm6Lg8uBTNgbuClL/KktuV64nuFokdUQqeIvUv5tNuvMDzRibk++K3mOTTJKBXHWy6bM23fMmOEOa3Rt9j3GSwnG5JlhS7FlKMysBoW1eNgeD9z3Zw/d+7DF+5Z++g//2j39X671R4OJmXmO64qRUWs3HPqmt6X0MLy9y5S+pNmnoRQ4Ti543F+8+vWh8DWFZsuHYm3oVu4Awlv3PTeOAZLGj0mGNNvtXHszgaj24SZqCGT6PBKNs+4B8V+DFqcyk6z0fZasAk4DQn/rhj+DhQTGRSsmLNJVqmG0m9fr79H4dWxElGaDlY0DfV0w9KiaUE7JFwZJqgqjoV6qZdI/Q88ZZUQwlarEh2Jm6eJZZF3W1pdkkpEl3pMYJIHve3nzc3lbjCplEojVo04lg3+GXhqIRAAAgAElEQVQ4uQg6JQ4dwVUSx6w2aX5f0znJd4XabxmTglNRqedtFMGSkqJj2luwRLfWMAuWAKgIjQRhs2Iw9eDLz9YUjJuCt+z1zWqT1R68IIorZ54/8Qc/rNSWCZ//gbdqFUVrr9fp1SV87nOfw+c+97nCz774xS/ii1/84pCP7YSdiVuoqL28kCasZUx9gWcvm41VowYZ/IMdD+fzIMsCyIexWMlmdM/lyly7nOXxHA5HsErVjx4qPVh66FcRvDmaqWgbSJ2nL2Ql32wVILTD4lBLgnVhok3qZRAVVBk9hyuxgfkyxM6kXQmLoG/mQB781ZlL1oHESMgmwHT9OsVTADg6kT0S1Dukg6R4h4rH0CGpzVzbEcxolEmJDaXs2kVtcozgzRO9M7m6zxs9f9Mhm+Bkh13bQ+5Q0CWSJAUXeTKFBFoY5GZM0KuHZSNim+/+x3/f2/gb/9M/x3/8xqkx6aaDAhfGmJyXmlpkufIGZEqJ2sH95DxQyl+1lbew3uCV0KnytooL/Su7s+p7ac1vWjsoeCsfRClZ9Mr9WYEBkiTmAxMFT1Filt8uQ1//Qm1v0wOUshoj4a1X9ys/ozGRpFJlMknsEixVwZJs7rS8tWzYHGsJnfLv6hCW/r6iVYCp8lYUJzEpsTYdArtCtzxo2zdnEwdHGaWva6Jwk9iZOIiTtDCvzy/tfFAdrRrpc5GJ/GxYsGQVVQ7oTRCcIYhkAra8DpS9QXXEDecxTwveABSsXAA5VkYRLClX3nrsXbq1Rh0jzimx1ghNJt3yszVhrTiF68m+1Sa1SQok29Qmy8wh03n+jUfVBMST+90sooA1WQVcJaYTp0BJPDk3B29EL2tCnZ8EIIO3FHIBISxWUuFMlywty6EzxjKp9uK1wzraZAslbAzYZiABOeGHbDyMN1sFAFnlbSQZ267wXUdV15ZhMYuuV97mi6iTzH95opNNQFcFw7zyVjXoJjSpTR6dLvDwcGq8rsionUMDaRpfYdRcMdMXVR2U9dLVJpsqnDSFo5HG0MTtT5tkBtpkk1Q6HZKTDVoF6PcGFOcoY/X0tcIB1bLq+cr9GX7gO17BV/7pf6rQMcvQEz1lmstiVVWJ1OcnIOcYHVinvoNVGFcORasgWm/wVqJN7k1dZTZMsEnY6ZW3YnIwr7zpvpNpaj4w8Uy5zrby5mnmtbpPo155a7MAKVxfjS/5b9vsv2BVqwAb2qfjsAI1UrcKqPOJKqOsMqdo2UmNz5um3kzMEn29jy3nhi10Gliblc/OxEWaysrWVSo5t4H2Ul1x0lYhs3ymalMJXDd8pTZp//06QnqHmuZCk89b1HAe060CgGrC2Jay3BWCyyRfkTbZ7TOcjNJMyuONtEltjadkc51Jt/7ZAFRg72fJvLo9SPliNvwhJrXsIGPYjYFrH7zJqoKc4GEUY76MCvTE4uvaet7qNzSqTOheb5dZtYN8LQBUehIASdm8XFazrV6WbdVNJUNDmXVs6HSnNgwNqspZpETLiuVZ2c0aazZBL6d/+8UlHmg0ILdUedu1tAkAqj1vF4vQ2iNOxzSTPL9cRYUMvw6Shzbh+cmyQm0ikMHtUG48zY9yBrsMIcxWAXnPW06bbEpw6Pc6xgHFc0XvYJazPDCiDbnpHumQXHcYXzd0ShhB3+TLJuOJHrzpB9QOY+bzP/AW/uM3T/Fvf+dl4+v0Q5jvFo26TZU3vTIOSCsPmqMUUJWrb8vA7Hmoo1vwFrf2vJ1fBq29skQFKyck9ndc/JFPvx/ve7wLz9F63hp83pI0bT3kEyba96y/p1h5s/fRKicHbNeW8gHW9uDplhKTUYE2yax63sqtEEKrSMcG414TRVJf2+I1U6BNNLA6UBvHNve7AVCWO3RmS9MUF4sQ+1aVt6L33abPEl4mO98lYBRcngFN46LV563mb/v+j7+C7/1Ybs2gm8fTe8fYHxljhcRIv8pbdvZoaC1QtEltjaezmt+Q3NXpjVGWxPJdIf0va62K2q1Vyr2WaZqOyqS7/sGbVlU4uajv35laVt7qJoIjOHanLk41tT0yRXbKlbfSpN0x+BkF2kN1nTwTcDWCJV1MuoeJQJQ3Yd2kNT84JgV66lWCet6SNMVvff0EH31f7h9YqLwtuxlsl33e5ovI2iNOB23GL89XteanjbTJ0wUeHU6Nv1N0x4E9A+pzanpjCK6BdgDkGbzLVS6c0Ojzpm0Uo1Te1ixY0t7zlmQbba9LdoJOayMkKQqVNz05SYcKok3qPo223/2Dgwl+/3e/jq/8k+bqm95vqwtpANWeN6BaeZsv8jlKiY6yUXdbvwQgg7cwShp7JAjLUp/s3tRTaqiEZycLPLpnnoMEqmwtg6J/lOAcf+yHPgjXEdnfK7PHdQcmST/MKaht0JNXeq8p+cUBWcKxgzgDkI8b20BG7+sC7KtX5T6URKNgmXpUTIhLe7K+T5V994Ciz5uJNmky9h6C4mG0peeNgrctpkwCclxPPKFESy5XEeIktQo6y953TaIeY4AqLV2esSMkbdJcLUcLbdJ8ne94+wE+rvmGidL+OlblDciZAoDcP5paA0wg2mSTx2xZGAXI+6D9BgXaghhKnAuWANVkHkHRJlt93vLvl+7LuwvezJj5jlLSO7lYQXBm5HK3GRUD7SpQB7teofKmaJM659yQ+ZoagjdZYcsmubb4XlnPWxfBkkGVNxQMJ/Vqp56VHSqMsi5Qz8c3j+a4XEb4yJta8ObkvY4Xi8haaRKoUlWXJZNhW9B7XpwtMa1ZsGYTF0GUFBY5wvOTJR7VVN5oXAyttlJlub3yZqYx0YJYNOmuP2BTbxbQvVHaBr43pPKWBz964FMHwaUZsqykjL8u6NRlQqHy1kKbpJ917dH7I7/3A/jm8zn+3//wvPY1ep/WxFB5Kyum6jRCQAZvtDdQgLYoV95set6y7H+5gla536zPUw8G7+35OLko2m0cndQnUAi0JyxWce3Y81yeZY/rBW64Mum2q5b5hcpbXmUqV95s9yxK1OUJDLsEixC8UH2w7al0hPxOqOKgr2W2tMmwRDGV/Z+Z2qSBfippk8XKouyDsxfz6QL974iTag+ejlm2R22zWAlhZ+KqdhNqV7G5byWYEeUB7SZpkyQi1CXJLQRHUNOjLTivTWp1SXJL4+vNBG+OHrz1rbxFab6/GL5LEusJtQQdJZomTT1vmgIt6VwQ26IuIRfFCThjrXu1vp6QCqbbUcfAFtc/eNMES15m/W4mHrxN5a2tsfWwpDhJfUbFylt1odAXIUKo9e3I96fq5xsP3nhxY2xCk52CDRhr73nLrQKuPnijnrd//+5LvPl4txCgea5QE1Rm9TvQJnmRqmpD1zKBmqKPz5b1PW/Za0zj/+hE9rwZ7zHLJA3teXP1yluLYIk5eDPQJlvmiLKfGCEB8ObjXXz49WZxjTrowY8S+2jY2Ig2WSf9vm7oYgyE4hxtpk0C8oBsK0RBONjx8JnveRNf+b/eaZbFVpU3p7DRLgIpHqXDc/L5maYp5su8L9VzpHpmWXFy1dLsDuTVizbqJGVx9eDt/r4vac7afnB0ssSjQ3MChUDzZhlEtX0XdGgMorhWsERkzy9K7OTTfVdgFWp7G1XeeFFtsossOoBKcNP6PhPd3iZ4o/6nSFaEkzTf420ZJ1GcVtYt+vvjpNonL7K1Xa9A63Y861Y/lGrRuXhM0/68c01ok4C0zbnI6P6nFyu4Dm+tigMabbJU/dwUiLLXZe8h2qTp7MoZas9nXf42M21ynLOmqxUkJOW/2/sFVd5a2CluiRpPa67baLuiJTuy8zqt+SbBNIBYB81/RDkZdFd5a4FOCTu5CHC4Z87MzHxH9t1E9VSXtvL6/o5fqbzNfKeY+TLQJk09R2XaZBhrHlYjNTjWoa7XiPC//pP/pL7joZQPWXkobcLMUHlroX9sClR5+613T/DR990r/M5zeIE22UW9S8/OAjLjY/Jaa4MjODyH4/hsVft+ZVdRVjwNY5zOg2baZJQMztBRRa0tQ+9w82FKr0pTNaNNIIGVxtQ68Ym3HuAnP/ORXu/Vgx9rq4Bkc1YBdIliz1u+LjKUaJMxeRMxtS5I2nP37/4Pf9/7cHy2wq9/9Znx93q1yPdKlbdVXKk8e5p0/jKIESepmqOkWFmmyazC9iSKIzimvlAHyzoQJVOfl+RBeny+VD87OlngsWXlbRnUV958rYE/0STWdZBqo+36SrTJJE0LyRe98tZWUddR7nnTafNt74t1un1sNx/Ify6M9YOgnjS1sAowVdcyaqRZbTLzZkzzfwuuKdytOZhwnXz/1qujJkx9RypNXpfKW5YgOT5f4f6eOTFfBj2PvBq5WeVqSqLYqLkSpGBJ3FmwxLaCDhiq15Zzrw9cjZXUz+ct85jNnmFTO1OZNum7ojkhqvefZvPFczgYoBJVZdio84rS+YWCyrvgrQYzTW3y5CI3YS2D6GVNoiVti+rBrlfqedNok4Wet+Jn7Bgom2GYB2luViKm91+N2mS9ys7//mu/g28+l75GTXYKNihn7vVK3lZW3rLDy1dL/W5ARssiwZJetEkteAvae23qMPUdHJ8va6WJfU+AserYf575N9UJljha9mvIs3CzynIYNTdx11Xe9MV5sYqs+kJzgY2rH0M6TFYBTXtCrjY53kZbvh7QVHkr9aym+YFYV+HrWnkD5GHtP3v/PfxOjWm3LjYx0dQmkySVyY9y5a3kwyivkc+RqS8q1Wjbebg7rQqPlLEyVN58V2B36uL4TM69MIpxcr6ypk0uA/MBD9Aqb1mwZRQsyZgPdfL+ZVBGOgyTrFpnqLx16NPW+8UA+4OdySrAJvjMqzDV/hnXsl3AJJDEs2DSlKylQzL9jSRYEo8UTOjqeW3MGM4YZhPnmlTecsbS8dlSJT7aIEXg5Jks7SDOsy7ktMlulbegQbCklo3Qob3EKfWNjmXSDeRiZ+o6PQVLmmiTQDFIBLLkW4vXbtmkWwgpHOg1eL1JdkFb5a3IpqJzy1jFmOsfvPkOFiu5iZ7UeLwB9dUHHW0L34GBNjkpCZaYqGEzv0qbDKJYReS6T8vV9LzxWrVJylzTIWhoRczUM6MOhlo/RJxstsm4Dr4n8LX3zjBfhIV+NyCjZfUVLCnxo8uqdF0wm0hqZ/nwSuCZXcXlqnjYPDpZYHfq1vbaKd75wGfuOJKuYaIUV65nSCJEUaIooYtVhChq77Gh292G6q0O3SpD90irg8O5pE32aPruA9W3VlMd5wyVyjm9T6dN9g34pxOpnmqCzoyY+o7KylP1rFJ5czlWmhosgEKCZeI5VbVJi543wE5xchlIAYLyWL2/7+PFmUwCPj9dIgXagzeNNlk3puk6qzBG2iBYkiaptV+nauQP48IBRjfN7kKbNFbebHreeEnm3LbnTdEmE3W/dNh1HWFZeat+VySgYq7K5SJD9O+yz9s6e3H1nvnYUAks4/7+pHW8bQN2NcbSi7MVHlgGb0BejbRhN6wbvtYOYwtp0l0jWMIZkpph2kWMxUSb3JRgSffKG1NiaUALbbLU82bDnKBiSaQJvpT7qHVEGmW8DkIUfSPDKAFDs0LlEGzXyaYHCmqT5ytlwloGlVIbg7cWyoGsvOlWAXGFNmlSnzLRJvUgzdUyZ1cRvMkysjmzQ2VkCuKGZg05L/a86YaljDFwplUatkCwxHcF3n16gTce71Zokbo5+8Ui7KQWWQ6YywbgXUDBV51gCb3GVHlr6rVxBEeSppWG/a6g5EZbht4RvLC5EKI4Ud/9fBkhSas9KGXwEWmTQ1DoeSOrACuft81aBRQSLFp1RPq85a9X1QyhCZbECdK0n1iMbv1Shp5Bf9+TXfz2t2WFTtETy1YBmvHqxSLEzHcKh4iJJ5TxOyCfRxAmVvNwZ5pTuupACZky1ev+3kRV3toSKARS81ys4trDgCO4yuDXHZgE5yo5ZlV50xr5y1YBBZ+33j1v9ibdRbVJW9pkrjxYPgh6brFCVgdTQpYqj6aqjtDmLP27bB+wzr1NtyqSKqLNz+Kv/+lP4bs++GBt1x8Ls4mL+UKvvJnPdiaQIFiTWuFY6KM2mVfeqr+jM5EJnXreSq0aY56xCsHbkMpbC21S91gGyKC7eS3VGT6RViTw3frKm/Q3bp5XZR2DIJS2X129e21x7YO3nYmLxUqarb68CIw2AYA8dJhoMjpaaZOGnrepLwoDSC70FrRJLUjTB9NVCZZENRsYDWbKYDcZmduAlXreyptw156MsUEHwo+Wqm6AzNyusqBkGcSDaJPLIG5USGoC0SXrKm+AWW316GSBhwf1GVg63K3CeBBljygUUcvYrvV5ixJ4roDvCmVw3DZHaMHcPtpkXrkiRcamxb0gWLKB6VCujND/6zTUMu2Zfk4HARIJ6fPdk2+hCXo1/u3X9vHs5QIXi1Ct6eXKta9XxhdRJfky8YuVNwr0bCpve1MX563BW1VEBQAe7OfB27OX7UqTBNfhFauAMjxXZvDrrQKg1Catet6IihnEFasA1fNmUQknmHzebCtvVbq9Tf9TLl6RH+R54W9bBS3BmyHQpcpjbDBJJhuYSJsburrwuise+mdHSXvlzXOrCYVtxM7UURXzLrRJQE8YNtPuxkAftUlSZDYJiJR1AnR0EZCjPk39vWMlBOX3n/e8db0MMZNojalNWJlok15LkGUQLAHkc6sL3sKoPYGtM+joPWOe5a/+dDwQ06zasQiiRtokYK4+6LChTa7CWGV6qedNN+czUSxmvmOgTebO6zp942p63hoqb0GRNtmmyNkGzuqz+oCW0dyWnrdsIS6LlQCZVUCYqGfbVbBED5j7CpYAeeWtrueNfrdYVoO3poMjHdSCsF4kwQY0P9qEDWppk9mcmPpCVb7beORKbXILxpCOss9b2/lZFyzZRM8bHerKje1E2WQl2mScpGCQBww6CISDgzfzGq2vz0/uzzDzHbzzrVNFTyw3hutWAReLKq154omC2mTeo9Y+D+0rb9XPun+Q0yZtlCYJMniLGzP6ZNSd1Ci8UeXXVm3SySqqJPiiC5bQODb1hNWh4vNm2XdTpk3GSWI1H3TxCkWbpEx7izw4IYrqq2tNlMq88saznrduCpu2oIM/MNyHdZuwM3FxkVXeOtMmMyopPfN1+uq1oZfapJD982argIbKW2faZHfqcR/o9ll9BEuIzVZOuJheF2iVt5VFElwPsnS/y4lXT5vU177az+XSloTmfZAlncfCtZ/ldGB9cbrEKohxr4Y2Sa9trLw1GB4Cufk3HSAXQaY2WVo8Kz1vExerLHNJKFfetrXnTVXeiDY50PCSGuYJSSlzSYfVbel5o2z+R96sSsN7rkCSpjjLxkMnqwBRzIL1tQoA8uCtTBvTYbKreH66xMMm2iTXRRIG9LxxOb7Dlt6YWsGSjG8+9R3l92MrWLINY0hH2SqgbVMTWvC2EbVJqozU9rxVac+59HoxeOvV89bAjtD7EzhjePu1ffynb55hEUgGRLmaULDyWFatPKalnrelqry1j3W7ypu5j7VMm+xeeWsI3rKAtdbnjZNgiV3GnjEGz82VNXVPztznrV39VV2/4vNmd4AsizbYBkBSvELuz7n4QU6TApqDtySbe3XBm+nMQL1FRdpkrvQXWYqt2KJSSdiyNa8v5J4lK+uLVdSJNuk67T5hY6GP2qSiTRoeHSuJvOnoTpssWwWMT5tMa2xLmkDKjSo5aEmblJW3FtqkVoGUvohUiedqDyhDVt7aKnp5ogiQuhZ3lbcGkJDBt17MAaCx8jZraIYHivxX87WkOMnpRYAoThCESaY2KQrBW3kjo14o/VASag9WH+ht1LIx0GQVkAuWUM/bMOUmVqa/lGmTTLMK2IKet1ce7ODjb903moNSpv/l+RKCMyu6FaFsmDkkeCMxnsaetxJtMk1T68rbqkbC2BaOI3s623reRE3lLYxiuIJj5jsqUG4VLMlud+tok7woWNL2veq0yU1QnXQDYoLeP1UVHEq0KmdWqc1oLH2+eymsU1d5KyZ63n5tX1beVuYKl6d5AF0sqlYe5Z43yrraZEvtBEsi45rwYH+Cl+crJEmKo9N2mwAC0Y+bDv6ksFk3XigIslWbBOT3RFXGQuWt0PNm91l6XzPQrfJWUZu0VdnLghs9mALQ6u0E5Aexih0A2aikBp+3rLdIp03qYhHrNkfWGQtxYt9/uO3YnUqmFCU67u91o01eWc8bBW8dzi9SsMTc/yky0SoTTBoLdajQJgcm4pugK6j3swog0Z9muqLrSJo4QVoFtARZDtMEfrSeN89R59wy4rjaDlX93FzZFpAKvWPZBAA3IHgTXBo3fuv5JXxXNCr2TQ2Kezra+rkYY0pxUimclQVLDKIns6wXSqdsStqkJlhyxZW3esGSstrk0MpblTapH0b0Zu9tqJp88qOP8Zf/xHcbf0eL9PH5CjtTt9Ph2tGyYGmaDrYKkP9t6HkrCUHMlxGWQYxHNTYBQO6RFITxoCCINtKwxaTbrakAkz9cl8rbmD5vQ1CwCkjbew74FcwHwRlSXZREu7aJNqn3wzHkPW99aJ6NtMlStejt1w7wznvnuFyZe8t0q4D5Iqz0pE58B8tVsV/CEdzq8NtFsKSM+/s+4iTF6TzoXHkDmg+F0pg8rhUsof6ZLr3LnpsHb7pVgKoktczryj3womiPzTjRfeWAbh5V1YN8HoA6gjdW3lTwVlpvOGNqnJefB2X29WCxYNIdr9nnTZTbNrZrzeuL2cTFKozx9KUU9emS3KQDOrUmjKX4ZwL5LXajTTIEUY3aJGuovHUYS4IzlVAARrYK0LyLZf9tt/c7DgmWNCerXFGkTS4tKm+6QGC58larNmkRJNN6SmfpYGTP5msfvAGy8vCt53Mc7nqNB2jZ99Ng0m2hpHiw6+H0YqWyw7Iap9Mmq5KiE1+AAQXamm7GXfaJ23jPGy+W03XQ4Ycy2EOVsjivCpboi48SLFkztWQM0GHq5HzVqd8NKFJdwiyDO1SwpEmxrixYcnSyAGNobAKnxWoVDlObdDMJ3Ta/nTrV0yhTs5PB2/XueWMMpZ43y8pbD7nlvuCl9UBXBCwLliSleSq0tbBvz9syiCuZ5jSt2g+8/do+FqsIv/3embHqrPe8zZdVwZKpJ1T/MmCXtSVY0SZrKoKHuz44Y/jae2cIwqRz8NY0pn1XSmc3WQUoKxbbypsrcJHtXbS3lStvXRKOehWtW8+bPibtD55yf9UpdPn7Jg3eTkB+EKuoTQqmxpaZUlm2CpAiJmm6fgq0UzLp3rY1ry+IsfT1ZxedKJNAHtC29UyNAc/rYdLNqapunrP1apMdet7KtMkRe96cglVAD7VJzpVgSdM96mdnQCaa29ZwEhQCSME4r7zV0SZt7FAqlbforvLWipnvZsFb8wRvrbxZZLep8kbiDxNPFJozTZU3MsbUKx/FnrerrbzV0dWAauVtKF+fob5nBtB6CdZsZDoGaJE4Pl91sgkAck43kPfa9BUsUcFbw/vLgiVHJwvc35s0Lkh0YFkF8SCFUceRFbVWq4BMxrx8cA8zf6mpL3CWBW9tmdStNenmumBJ+/1x7SC4CasAoEqNLKhNMgY9CVw+fAueq3/1ok1m80gPqug6QPGgvDt18eTeFP/6a8fmypuT97yZrDwmvoOF3vPWofq9M632MZdRpzbJOcO9PQ9fffcEgrPGPm0dNB+b5izZI9QKlnBp9RB1qLz5LleqfzTvCibdBkGPJuiH0XLwX4cydayLyh4d5KMkAWPF/pumbDuQH8RMoiS0N1Z63kTRKkA36dYDunVB95kd2tawTSCBoa8/u+hEmQTy78QUsI8N3+lh0p291uTlyZn0ZjShS3sJCekQxmRz6L1oSdrdo5T639vOgY7IqfEAWQU0r+F65U231vC1ZF8ZNgJPxp43y2RgH9yIWT6bOHj2ctG6CTbJUAN2BtQHu9IuYLGK4Llc0Wyaet7oHvXKR9Wkm2SXr4o2aS9YMoSCYJIa1zdTlRleM7VkDDiCg0FW3rrYBMj35p4gdHgYIljCGYPXsFCUx1+bxxuQ0eDYGnrehKQYtR0syosfgTL7RJt0RLt3Su7ztl1LnNyI5f/bBGQkdJBuSLBEXpMVTLr1AI2Vac+lAwA13tP/dwVVj8uqwHW9K2+/doDnp0tzz5teeavpeSuoTVpQbgj0WU19b03B4P39Cf79uy/x8HDaqYIENH+vniONyWsFS5hcX03m0rWf6VVpkzwbl3WCHk3oU3kz0iYtvzdSuzXt703y4ABUUrbc7yI4UwnNauWNZ0b1eQXa5P22Lrha8jXu4Lm37fAcebZ69+l5J6VJID/TqOB7g2cJt49JdzYuTVRgwYsJbx02/mP55/DKHNqEYMkwnzeLyltYrLy1JcFJ6VuxOTQBo2UdbbKFNQRUaZOhpig/Bm7ELJ/5DpI0ba28mcyyddhQAlXlLYjUQYN63tK0nho283O1vzRNZZDmaj1vmkm3rXLXuuAIVpA41bEqC5YMDKo4QyGLVN6E6VAw5sKyLjDG4LocL89XnZQmATKkzipvSqK830R/49EOvudjj1oow27hQHx0ssBDC7qWK6Q8+ZBn4QquDslNY1v3ZNJBPTXTTLDEddrvZWt93vTKmwVtRXA5N+MefQN9YVL20ytvVdqkFrwJpjbTvibdACqiJXFN78rbr+0DkBTIMjxHYBVqlbcKbbKoNrkK27O2BBW8XTYFb1HtQeLB/gTfeHZhbRMA5FThpoqT65Bgifn7p8AptjiMECZuVbBEZNVZCm667Fm6/UWa2h2sjYIltsFbpuZs2t9taZPGyluW8S/fByU/4iRVlT5a78dQP6xaFW3XmtcXjDHsTB08P13i/kFH2qSmNil4s5fmusEZg+vwTuckpaJreA9roE12sVQymXSPGbzRmOwnWKLTJpvWO3QGV1gAACAASURBVJNJd/PcIjGVchXc90R95S2yqLw5xeTzHW3SAkS1qTPoJkjaZEvPWxttctfD6XyFxSpSBw0aQCZqj36PFDjKTLpGg3FyT5IkbfeTWDeEOjRXq28qeNNoGUOqGdWemaRCm6SetyFUvU3BcwSOe/S86WqTqyCGI1jvjOnDwyl++o9+ovE1lcrbyaJRrETdp+CDfd6E1lTcSJukcVjqv9R73mxpQTR0tq16y7XKlc3mSb+PIrMS2RgwVTnyylsbbZIpGkuf794RHK7DK6IlUU3vygdfz4I3Q7+n7wqVfb809LyZ1CZte948V8Bzee/K2719Hylg3e8G5AFS01z0XUlbTdLUTMFSPW/tZs75Z8qeN85YofcxzpKQQLUy1QRdQZU+qw3VMWk/Hyg5ajLU9lsqb5H6+6rBW23Pm8h93mi8lk2H19rzxllj28Z1xm7GaOlFm4yTURUVm+C7ols1uiF4E6WEmY4utEmHs4Ig2LrN4nXotMm0j2CJyOdLF9qkZE+0+LxpgSH9G2ipvFmcOziTgl26YMmYhZjtPx1bgIKowxbapJXPm03P20WAxSrOK2/ZQlEnKwzI5luqfBDdgtQKaaCHFgfcMZDT1aoLRBBk/N1so+oiMW1C2SeqfPijfpuhwiibgufKg2Z32mSemVqGZknxdWLmO9kYk8/x6GRpWXljg2mT+sGnKTFB4youjUOqRtM8twretlltsoPHFc2NMN5c8CayviiCrgjIOUq05+LhSPa89RcsAcz09nyjLX7mG4924TrcGCQRjfj0IkAKVCtvvqNk9QG58XfpO91rsQtoCt6IBmZrEwBoVa8m2qRmFWDsecuC77DDodb3BC6XYeG7pwCM1rAuqmpkFdAleCtX3rr06+gUrPK1PLfemBeQiSQ9aFV/A+cabbJceeOyT1U7T+gBHbBe02jqKQa69QJeB1Bivitt0s1EXLpI6a8Tnss7nV8cXj+3y0wIHV2S6RunTeqVt64+b5moSFtBpVx5s2FPqMBQ9bPmtMm6RA4lkJvAGMv0I8gqIL6rvLUhr7y19LxN6j2EALuF72DHx9llgPkiVMGbk5XoKfgxV95y2iQdoJVVgJNLqdO/NwnF1TUoTq7CGAxQ9KOhmwMz0iY1tTqinFwT1Sw6tJQPhm0gCkOappkq3cjB2yTvJUqSFC/OllZZf5HRJgeZdGs0x6bAv64CHMWpok0CzQGg+iytQrBNYFr/gk3PGx3ywijZrGBJTc9b1eetSpsMVPDW7/omu4A64QhHcHz0zUOjair1G7w8XwEAdsuCJdmcI3GUrl6LO63BW1QrIkT326Xypgtc1cFzpfR9k0k3QCJAtoIlAheLqPB6qoRRZapLQo8SAF3EO3RvOKB7z5uiTZbe00qbrKFLFQRLyj5vGdU5Knkg6rTJtVbehFTTBIYnV7cNlBTtqjapBEuuqHf+3p6Pg51mJpgOVXkzWgU0BW/2z9tEmxyL3aTrQCQ9lJKVz1ubVYBTFBlZWazhqh9SJVLyylstbdKyR9jVlF+DkXve+snbbRnIR82m8rZcRcZMgEmK2oTDXQ9pCjw7Wag+C1dIlbw6GoW8RwfPTxYAUAnSyGog//m4B/ky6ioegAzedqZuwaR7WM9b9WBYbxWw/ZsQebp0VZukMRInaeeMfx+o4G0VqYOMDW3SFRzzRThQsESrvDXSJouccUKYiQDRfLOhIjB1aNquMaRvxDa9AIo2GY+7EZSvWSfLXqZNlqmfgmtWAT2DzZkvDD1v9Qf9L//x74LpUp5Sg12CM1ahVk58UraMlaeULW0SaDfqbhQsyfaqPsFbs2CJVNhMa3re8uAttk7C+Z7AYhVhXzuM0jqtet46qU1y1fOm31MTdF85oFvVgGiTJmVLKVhSrxha18MuOMOyRCXVfwdIk176f/L11EVM1gXd561LL+N1wM5UinG1JebLkAf08MpUq//an/pUp9fnQkAdK28WInsEYaBNbrtgSWRBmyxX3iZu81mKBALjuMjmmHjNgiV2SeNcPGhs8cEbMcsVbbIl0zHzHaRAwZiV0NSvpmNvJq/x7ePLgmAJAJUtrqVNZr8v9/+oyptSttqenrcgjLE3c1WWcTBtkjfTJnOrgO0XLAFyZamulTc9UOma8e8D3xXgjOFyGeH5yRKewwuHsdr7dGS/2rpok81qk2bBEjL3nk6INmmXqQe2r/Km93yugrhRIRTQDoJR0ruS1RUmcYi88lamTZbVJmXPFR8gEmCit8dxfYWn7lpESz8+W2E2cSqvocCKriV73uyTKHbBm/nzXn2wgz/0PW/glfsz6+vlwVtT5U23CjBl8eV/w5qKkgm+ovdX12nlg9bD500F5BbjRIghtEmi0FUP8r4rsArq2Th1+x3nDKuwpiqX/UxfN+lQp84Za6ZNKsGSDr5f1wE7Exf39rzO67jSIehgibFOMNZt/RPa+loG50CKqlF3WS2x9RobFizRaZOs4yOgs0AQxo1zRT7n/GwaxWnrnkpVvTKboymRE0WJVbJLVxEPovb9fQhuRPC2O3OxO3XVZl0HCrZMfW91UtRluA7HzsTBey/y4I0GGnkGtdMms563LJNO2YOr73kz0yb3pm4uWNIh02NCk4cUcL1MuoH8Ge527HkTWuVNqtKNG7wx8hpcRTg6lUqTNpsLLZxDspc0Hxia5xf9rkqbzK0CALvkBmeoeDptA7hGGz67DLA/aw6giz1vm5kPujhEWlIE5LwqWFI26R4a7EthKTvBkibQOvqyRlDIczg4YyrbatPsrqMpeCMBq7p57TocP/mHPtJprad51BR0eZlJt6zqVn9P46nLM6LvRD+80DrdR4q9T8+bmTZp990p2qSBQidpk02VN7PogBzn5uolXSMIc5VePQkDrJs2mQuWSAGL7d83bbG/4+HBgX11muCqys32+8UCLZW3bA8rV98omLNWmzT0vI0mWOLkCur9Km/y9auwWena1cTQqMDQdpYijYqK2mQmcBUb2oeiJLESZSKhHECusWOy6G7ELP/EW/fx3/3kJ1tfN62RoQZyKWqbiX6w61fUJgHkcuhGq4BcbTLMNk4alJSloIV905x1ReEz0iYT7M28tdEmGZcHQoLJJypJrodJN5D3LXa2ClCBStpJonwI5BiMpFiJBWUS0BTuhvS8Zc/RcZr92RhjWeaqahUgTbo7CJZwtpUZaJ02fDYPWqufKqCNko1ZBQiNGqmobSynTZatAvTN1eGsQBfrA1PPm5Jd7xgkeA7H8fnSOD8ZYwXFyS4m3UBz8EZ9dOtMyqjKW5PapCMQRHHtgalvzxtQTJpQ5Y0+p2uVQVebtLYK0PcNg/hIHZRgSS1tstkqwEibZFJt0twPl1UN9MqbKAZv60xMOprV0E3refv93/06/uwf+V2d31f09tv+70OUgnwdNM7TUuXNtuCgX2NjtEktiEnT7klUmnNtYmmOk9P0c7/cFtqkII2K4nmb1upVUA3ebOnIjuDquYThnVVAKxzB8fqj3dbXuY5ZhhqAal60mQjUiFqmTV620SZJbTKKCxlX4uQTR3aTniSAdkA0ZByINhmE5GM3LKiy6XmLk8yH6BosulTt7ao2qSpvcbIRwRIgF+x5frqw7rWhZzBkkacA0IozrvVvEMJM6WmmCQS1QQZv27e86bTh88tQ0bDrUKBNbmhd0H2FygdszuxMutcdvEVx0ut5eq6Qlbea+Tn1haLRd02iNAdvWRbYYGHQF8pappE2yRVt0mgVwPKqkO06PnFzhoj+OdTz1pUpotb4LpW3Us+bjUciIbcKqFLM/Da1yRqVOSGkSbfpHvRALe95y2lgwHp7cZ1MmQ8g36/tW/f6YjZxrFSRy3CELlKz/d9Hk2AJjZWy11tXz0ATbdKGstwHriM0wZJ+Pm+ADMgafS2FQBjm6zeA1r5lJ9OoKCdS6CxnSuaEsS1tMj+/lM/568b2j+o1Y2ag5AB6FqP9KznYLQZvNNCkKp+Z6zybSJPkp8eXmQpNUcQhzHreNt3vBmQSp5xVeo0AOZB3Zx6SzIDc1merDnLTz/8dlyTQ9X6I60D/8DIzzq7BV6HnbQOCJUBe/T2y9HgD8kBpSCCt6F4WC5nDWTV4y5Ia5AFmR5usCglsA3Ta8Nll0KpIdnVWAfIeywdsKVjSpDaZ97z1hWmN7uJLpsN1OI7PlrU+jBPPUZU32fPWMXirMelWwduGK29uZkxeZ9JdqLxZHmo9JRRUXKfjVKpNdvF4o/f2qbz19ahSvk4GD7R2k+66njfpL1UnZgLIw1uZNrkKEzCMIFii2hpuVuWtL9xMBO66fB92tMniz7uotcrX5UE+vX8sdpPjyPNkkqa1tiVNEBptss0qgGiTtOa2tU/ReAjCuMDmUJU3w3oQx7a0yfz8EkZJ670MwY1Qm+yCqe9gsRxImyxX3qjnbRXVHlDffLyL7/7wQ/yN//mf44OvHxS4sFTGHVudpgmy3GvuedufyYMPUYEG0SbLtKtSBpV6G66L2qTnCuxM3c7VUmXPEKdYBjF2D7pV7vqAet6eW3q8AfmmMmSRp/lhyxkvJxEiLakx9R1rwZJtHD+Mo0Cb3Js1P/e8D3BzAj56laNSeeNFwSGT2uRiNcxawkib7Gkd4rkCz15e1goKTXxR6HnrEmwd7vo4uVghTdPK/F8GEQRna1X+sxEskSbdkiXRlMXvQ5vUgz29562rEW3fyluRNmmfzHAcVmsVQNYKdWhSm1wFCfZ3TL+jKpsuWELf+7DEhgmOw5R6501Tm+wLXQ7+OrRfNFnb0M/KgiXKp6wTbXJDgiUkPhYl/SpvnGiTLT5vIqdNBqEUCGm13yGBwaCYfKF1zlSJjyx7SfXzS3CnNrlemJrhAU1t0oo26WefJR829dcsVlHt+12H47/+Y9+JL//x78J8EWJXO7RRGXcVjFtmbYLMGJgrb0Ttou9tkFUALy5CUUkAhXobro3aZCZg0xVCq7ytglhRk8bEzHdwch7gdB7Y0yZF+4GxDZwzcMbgWDTv6pkrQhSnasGdesJqjmx1z1sHwRL63sMo3hhtUrD6yhuvVN6KmyvPaJND5q7JpDvqWfH3HY40rVeDnXiO6lVeBnGnTOnDgwmCKMG5ofrWtX/OBrq1TB0KapMmwZJsDKWwT8go2qRTXKfjjDbZ9blIH7QelbeeapNF2mTxXttok3VBLu1TzWqTeRKDrhuE6+/l1imZKbbPHuUqQIIZQwXWNoU+giX9aJPUh5Z2oh53Ba1VUZz0EixxHZ3e3UCbdIRSm1xanqNUYBgUe1Y5Z/DcmrYqywpuufI25nn+1lXeZjVG3UNok4Dc2JZB3JqF/Phb9/Fzf+Z7EWgKV7rVwFUFb6ZeozRNEYSJqg5Qz95Q2qRu0l02Vcx73q6H5LHn8s42AUCRx77agNokIMf+v/naMQDYC5YQF3/gs3AcZl95S6q0SadQebOhTW6fTQBAwY8c90GYtAqW0J4XDgyIukCvcuQHbK7up9kqQGZChxxQzZW3fhl0CsbKBt3qWp5QKsFdK2/39n1wxvD8dFl5jk02AX3hqkRKQ/DmcKSQ46uJNgnYU6E9rypYonzeou5U/z6VN8F5Y69lE3TaZPlakxbBkjoTZNXLZjgvFO09qOcto4FFzTSwPqDvnyrI16HdYGyoZ97BxPoqkfcU21feuug00OsUo6IkRLVuELMsjBIkKTozk2i/WQax6nU3X4creqatWjCd0SUlszhXJp5j9Hqr632tfLZ2jg6jeFTBklsXvJkOBoCexbCnTeqDyhU8q7xZiDJwjqmfv87Rg7crWnhNlTfiElO/yGItlbecdpUkcsJRBVP9/hpZBXzkzcPONgFAUVlxEz5vgByv33p+id2pWzEsroNjcWC0gSt4Z7UmAlkFAFnwdp0rb1lgdHoZAIBF8Jb3o27qz9Fpk6bKmx5bV2iTWc+bO6CSbEqwlSt8tvBafBhps6ZApEvPm+Ac9/Z8PD9d4O3X9gu/W64iTPyxKm9NgiXymsvATM8rPysbUDZb3xupb02vittC9bylqez/sjjYlQVLujAzpHiFmYrvZT1vJuorUF95KwdlOnSrgDJtUlIp17uv6eIOdfd026AbMV+Hc0TTPquCt3LlrSNt0uH53tpVqbIraK0Ke9Imia3TrjaZ0zNte5YpibxcRZXz/tQTqj1IRx19unI/GW2S1kZvRKuAWxe8mQxgAa3nzYY2uZvRJrVsrutwyaHtEWlTwHZ5hZU3h/OKvwVlJGe+o2ihwLDMHmO55G3e1J9/j4Wet2uwCX3irQf4xFsPer1XGrduULBk4iJJUzw6tKu6AflBYOizEJnYSPvrcs8iACqQpzmyM3Gsslmcb6tgifybzucBeOa91/qerJp1FYIlZWob4yXaZEmK28lok0NUFme+g1UQZwEbV9fpU/GnzbOp5+3kfGXtEVTGw4MJXpwuKz8fkzbZWHnTgjdTMKIHSkOsAiiYivpU3rQ13nZMS6ollPl40iG555JsvCF4812BNK0XF9DXnvL9AOa9kBIuOn24QH9ed88bHUYpeLsGwcrYIKrsdTEtb6y8ZT+qBm9Zq08nk+5M2KZD1bsP6J7COEHaQ7CEPqNNFdfVrrO0rLzRnF0aDMCbK2/2tMlNeDYPOjF+6UtfwosXL+A48mP+1t/6W3j33Xfxy7/8ywjDED/1Uz+FL37xi2u50XVh5jt4cVbdbOkQYlPefe3BDH/5T3x3oV/FFRzLVdRbEQ242uBNGHqNAlLv8QQ8Vyja5LqsAijDMdUmnFKbNCiD3TQ4giFKkgp1dCxQoPCwg+np+ipvduIN5cobBXI0r/6LH3zbKpu1rYIlVHk7u5RiJTZVB8GlLPmmet50Q+RY0Wug/lugTabVntWhgSZV4herGLvTvHdiSOWtrjr+ibfu4+/+yr/G0ckie3334O25MXiL1k+bVGqTDZU38hwNIuOBqSwuY3Vdl4OhGOzllbfutDTqF+vSt6ZXH3gmeW5Pm2S1PW8TTR7c9OzrKMBNvlz0c90qIFfPW38w4WjPHLirvAG5cblM+mz/99HU86ZaLMqCJSVKextMtMltrbwB8juRCu7NPW90ncDS6sXVKtWV9cATNcFbt8pbkPXhbSVtMk1TvPPOO/jH//gfq+Dt6dOn+Nmf/Vl85Stfged5+JN/8k/i+77v+/ChD31obTc8FFNf1NImbQcyYwwff+t+4WeOw7EIol7ZYaVWuaxXqxwbJpW/3DdDwHN57mM3hDap0a4Wpsob756Vva4Q2Xdu22g7FETztRUrAdYXvDmWlbeyVQD9P7331Qc7Vtfb2uAtqxrYGHQT6LC7qb/HVHmro02WzZKFoENr/3WMKL2LVaQo232tQ1TPW03l7TvefoDH96b41X/+LoDulbcHBxN87b3zys9Hrbw1CpbkvSJttEnbQy1nDJ4rCnsTBfjhQLVJ2zWeXictI/rQJhOjd6inyYPvGd6rK92a7qduvxeCTLyzQzljYKxIpVwXdKsiee27ypvj1IvUbCOUz5thbFBBoVx5i5JuthNCp012DPy6QnCp+hhG9bYlbVCVt4a/z9Vok0tL2iRRMpeGz5545vigU89bolXeRjzX9X5y77zzDhhj+HN/7s/h85//PP7e3/t7+Gf/7J/h+7//+3F4eIjZbIbPfvaz+If/8B+u834HYzZxjYIlQ82nZc9b3KtnjfxzLq+8561Mm5SLg+dw+K7Qet6GKQ/qlTfG8gOH/OzcA2gbD9/rBGWEV2G89v4YE1TlrRNtkoK3YePSsfRnc5yicA75F3VNimwrbVJaZQBnl6Gy4GiD7rG2CZgFS+geUKBNluep4Hxw4kUP3ghRz0q8r2iT5jwlYww/8n3vx7/4t0/l6ztX3qZ4frqo/HyU4I38Ehu+B8E5HMFk8LYm2iQA+J4oXJcSCn0ES/qs8XRtPalgu1+7jrRPMPVNNsmDA/US4bQe1gXAgvOK6qojqj9bB1QlYQQD8OsKV0jhnjGC5TGQ0ybrf2eiTXY5s+om3eWk3BggunLfypsQ0saj6W/U6ZldBKccwTK1yVLlzR8qWCLPdKQXsZWVt7OzM3z605/Gz/3cz2G5XOJLX/oSfuRHfgSPHj1Sr3n8+DF+8zd/s9PnPniw2/eWrPD44S6CKMGjR8U82+6LSzhCVH5ui+nEwfxkgQcH086f8cqTA3AGhHGKw71J73sYgonvYjL1Ctd+73QJ3xN4/Hgfs4mLNNuwXnllv7fi5POLEGkKPHq0h28cLzDzHTx+nDf77+x4mC9CxEmKhw92r+S7KGOse/BdB9yVU/DVJ/uj/62XWdbtw++/b32tg30Z6N27Nxt0f1Pfwc6O1/oZs6kHf5K/LhFyMX7lyb7qNSU0fdbOzMPEd7Zi/OjY35/IimsKPLq/Y3V/lF3c39/M2jCbevB9F48e7eEiU8V98ngfQnBMpx587Xt1PYHdWf68drNnJDgbdK+eK+Bp69F05mEycTt/5uHBBI7geOO1w9rg93M/uIP/7f/+Gk7PV3jyZN/4mjp86AMrvPg/fgsPH+4WPj/lDPd67AVNODic4Sd++KN48/V7jYch3xWYLyPsGfYSXfTj8aM9PLo/s7r2bOJgX/u8e0dzpABcz8HOrH1eFz5r5sHzHezuTeA43Oq9cbb33Lu/g72ZB8YZDvftvt/7375Aksp7ddzimiCFSoDZrnluOa7AzLCO0Lo4q/nb3Uz1czbNx6wjOLjg8L3mc0afMcM5g+PJZNCrr+wXfGRvI5aU/+Mcuzvd1w0Txlx76X73DXOWqjgHh8U9+L3TJVzL+QMAD14uZc/7oz0gY8s9frSHwz2/5Z394LkCs50JOGc46LF3TTwHL89X2KuZm0Au2rK7NwXjHAeWa4LrCqSMVc4I9w6miONifBAnqTyzPmw/j+7u+tIKbE+uD6+9ejCa72Lv4O2Tn/wkPvnJTwIAZrMZvvCFL+Bv/+2/jZ/+6Z8uvK5rtvjFi4tKhmGdiIMI5/MAR0dFqsvx8SU4Q+Xn1khTzJch0iTp9BmPHu3h6OgcjsNxNl/h/p7X/x4GIE0SnJ4uCtd+enQBz+E4OjqHYMDxy0sAwPGLi95VgNPTSyRJiqOjczw9OofvicI1g1WEyyx4OztbXMl3oYOezzhI8TT77MuLFY5GThCGyxAMgN9hnK+W0sNqfrEc9j2kQBzFrZ8RRzHOzvPn/vTFHABwenKJYBGo17U9l9UqRBKnVz5+yricrxAEEZ4+v8Dhrm91fzQsFpfVdWsMBEGEi7kcI89fXACQ6zJjDEEQIY3zNW5+GcDlTP07WMnxIrSf9cHUE3jv6Rle2ZcHi9OzJZK429oKAFEYY2fi4Pnzi8bX/aFPvYF/8P/8TufPd1LZa/HO7xwXaLCnZ0vslNa2deAzv/t1vHjR/Lco9WLDeHn4ME+Onp5egsX1MvmFz+Ty2dPnXZwvEUUJzs9XnZ8LjaGX2X5i897TrE/92bNzLHc8rIIIl5crq/dezlcIwhjzeQA32890eK7At5+d495UHhZ/6Sv/H/7an/7dEJzjYr6Cy6v3uMjWoro1jTFprROF+e85A84uVkiT+nWp737jCKbm6vHxfGP9sduK8zNZDT85W+Lent0624RxzwFyLgJyXJWvQyyIFy/m2NVYSi+y52x7X+fnC0SRnKvPsh7fly/nCJdByzv7QXDg+YsLBGGMiwu7uVqE/LtXy7DxvZwzPHt+jtNz+2ctGHB2vqzOxTjByVnxrEMV7bOzBY685kAsCmLMLwM8fXYOzhheHs9b76UOnLPGYlbv4O3Xf/3XEYYhPv3pTwOQGazXX38dz58/V6959uwZHj9+3PcSo6C+520gbdIRWK6qZVjr92dWA1eVMdP9KQiB1sTtuQKXq8ha1KUOOiVrsaqqLJKyHnDz6R+Cc1xkwdEmfN4Odjz8/F/4fjy8kp43ZkebFBxRVDRxB7qrNnG2nbRJJVgyD/C+J3aZSN5AqRkDes9bnBms0pwvC5aYaJPA8L6b2cSp0iZ7qU3y2n43HX/wd7+B7/pgd9XYe3tmr7cxaJO2IKqoabywrPcqTbvNad8TBZ9G6lvra9KtFIV79LzRf23nt0viFUmCCa8+E1/zenv28hJfe+8MZ/MQ9/b8WqEC1fNWQyeXIkPFvkMhOEKDt9Q64GbiDpyxWx+4AXofYATB7dsErgo0jhpNusuCJXG31hIheIU2OeYZy3Vkr2mS9qNnqrNHy7mcDNltrQKAzJc5rLY5mQRLqLpn41NLPd9BlMB1x6NMAgN63s7Pz/ELv/ALWK1WuLi4wK/8yq/gF3/xF/Frv/ZrOD4+xmKxwD/6R/8IP/iDP7jO+x2M2cRFECWVQKXLRmKCIxhS9Fd6chyOy+VV9ryZBUtIBdFzZHA5dLLrC9EyiApKk0C26UW3o/HaEQzzhQzeuvba9MWTe3Y0KYKyChja8ya4lbBBufeS/r/ruNtan7dM8OP8MsSedc+b/N7Yhv4e3VOr7ONGgiuEsqVHk+R1F0g/znwT7XpQIbz5ZLciLmUC5wyPO84NQM6L+/t+pe9tDLVJW1APcd14oWfTJej62Pvu4c3HebJBV5vsY9JNPm+24yQP3uR60MUqoCheUb3exBWq540UlU8uVgDqkwbKpLuh560s3OMINkrPGyD3ymUYXwtlxU2Akn2rsH9CfZNQgiU180FPqBG6irFQ0iRN09GtAgBZ0AgjsgroJ1gCtO/9XtbTamvSLT+bS7VJk2BJyectUpYMlmrZSSq9Tkced713lz/wB/4A/tW/+lf48R//cSRJgp/8yZ/Epz71Kfzsz/4svvSlLyEMQ3zhC1/Ad37nd67zfgeDZKgvV1FB6n+omaONgWrj+wXHaRBcrVVAUq68JUqW3fcEXp6vBgdUNIeTJMXCkJ3mjCmRim08fK8TjuCYLyJ4Lt/KKhGQU7AGTx362gAAIABJREFUWwXYCpYIjkjbpMgkt2u1d2uDN55bBejrTxOU3PiGMuqC51575coa4wxpXAze9I1ZWG64bZj6Di6zqjQgldX6MCOG+DDawmQXcJWVN2JL1B2YKDjvctD/Yz/0QeNnRHGiBLdsIRjDMkk7Ga+XRRu6WQXw7F7N1TpPq7zNs+Dt5fkKb71a7+/U5PMmfy6TkMWqdLtvVV+4mQDDTU942sJVlbdxvu91o8kqAJAV89gUvHWpvGnV641U3gRV3vpbBQDtiWMKElehvWo32RDc3zcIlqyKlTeVQLYULAmjJPON3NLgDQC+/OUv48tf/nLhZz/2Yz+GH/uxHxt0U2NipimZ6YenvocDglIC67l40vuuzKS75K8FZJW3bAB6Tk6bHAKaxGmaZadLZr5kbkr/f5PhCIaLRbgRm4C+cBQNbtiz+Nyn34+dGq+twvWyBZ8QxkmvObGttEnG5GZwcRl2sgoAxs2S6uCcIQnN9DQOVqVNlvy/AIAPHC+mytu2ZtAf1AZvV1R5c5oPghTUDVYNTlKVXOn83sznzdoqgA2hTeZVGNPf7HtcBW+UMFCVt5q/T9GDa+5BeTOWKMVBlKgzyDohD6P9fGZvIiihsDRUV7YRNr6BaYU22c0zkNZpPXgbW21S+bz1uEwX2mQYS6sAW59ORzCcX5orb8tK5c2eNinP0RltcuQWqO3cDUfExHfAkNMjCENpk3nlrd9n0PuvLHjjBqsAjUPsuRltcuDmwHTa5MpQecs2PeDmB29CcMyX4UYMuvuCNsGhi/wHXzvAKxbKdkIwxTEH5OHJZtEsY3fqYs+i12nT4IzhbB4gBawrb7rH2iagUyOrlbeSSXddz9vA8TLzRcHSpS9tchMw2QVsR+XN/HvOhyc3lFVAj+RKn5432lfrxmXje4lCF8RGmwWdNjkv0yYTc9Igp03W97zp/wVy77cxKkGOw69NoLIJCM7BGIzUuG2E00Kb5BzmyluHxAmN/TiWc4+xcfcU6kVLetImaZ60WcR4bk6btF1zqUe0YhXgVa0CiDZpV3mTzKEwSka1CQAGVt6uIzhjmBhES4bSJp2BtElVebui7DIZRuso9LxlgiX3vWHNvzQPk0T2vJWrMYIzhLel540zzJeRlaDCVSH3ltrMs5CVtxJtssci+MPf+2alwXsbwLNnDgD7O3bPXXmsbWg60OEaIFpk/jvOGPSvdUza5PHZSruOmb62DXh4MMG/+HdP1b/TrJ/36oO3+srb0ACCPjsIuvd2qJ63nibd9N+ugV+dZ5ROm1Q9b+dSgU9W3qrvyU2663ve5H/z3zuc4zKKRql2ODWH0duMugP6NkI0CJYAWUKtXHnrTZs0ex6uG46gylu/fm3HUvzKdYT0eQvse95Edm/l9cAkWEJFDZv9R/m8hfHowdv2j+oRMPMdY+VtyOFAHXJ7PrArr7yVKh5ASW3S4VKhbOimr2iTqVSb9A2Vt1tCmxSCY77Y7sobLZybehblcdhXZZBztpWbNh16p76wplVwlcXfzN9Dh2ugXbCkbJbsrOleJW1SU5vsIFCxaVDPG9GagihBmm5GQdYEv4U2yRgbHAjTerAK+6lNquDNVrCkpLjX5fCpaJNBHW1S63lblWiTLZW32p43A9VZVd5GqHZQoHLTE55d4AiOJN3eir0OzlljJUxfkwlDaZNj0/CV2mRfwRLLfnulNhnaq026qqpXVZuM4qQkmiarlDb7j155G/ssfytnevlgAHTbDEwYTJvM3neVPW9RUq68JWoy0H/XpzaJTG3y9loFkPrYNve80cFnU03fDi9WgPv2vG0raMPcs6RMAnlAtKnpoNt5lLO7jKPQe1GhTbY03tuivEbH8bCe5DHx4GCCMEpwdikP/pS5vTq1yXbBkqGBMFfBW9w5YUliJ10qByyTwKe+7C6HT1o/lqGZQldWm7y/7+Nla89bS+XNUIGmfu4xAixHsLuetxLU4f+aBLSO4LXzgVSKdUQ16ql1UJW3uNvc6wvqeUvTFH2WG3u1SVkti+LU3ipAmM/rpMGgV9+6JJDJciuIEuv+u764HqN6zZiZgre4G3+4jHww9K28iey/V6g2aai8+ZrPG9D/7yPoGVST2qS4RcEbHaCuKkNvA9sFdG3Xc4p+g3WHp+sK+hpt+92Azfe86bTJslKYpO/kr42TsijDesbLzHeKPW9JujHqblfkXm+y740a3susgk2B9pA6mi1n/ZOMBKEHbx0/S1beks7Zf93CIu5iFaBX3lpok/NliNce7uDkXAZvdT52Knir9XmrJr1obxuTNnnT98wu2HTicSgEZ/VzlhvUJju2+tD3EGdzb2wmQ0Ftsk/lrYVKqq7jclyQ5VIHqwCgWk0j66plT49RsjoKoviu8jYGpqWDASAf0Hoqb3173rLK21X5vHGz2iTJndJ/h24ONIfTJJVN/X618pb7vF2PRbcv6JlvM22yTcJ47dfjRdpkGKdXNifGAG1itkqTgBa8begZcIYSbTL//pmJNqkHd2u613KCLYq7ZZk3CfJ6e5EpTpLU9Nb2vK2z8hZ0P6TwTPY86WgUruiWadrJZFwJltRU3nxXKJGsy2WE1x/uYL6MEEYx4jiBa7BCaO95qyZcVIJ3pOBtdU36uzaFddncbAqy8mZ+frLXuNzz1pE2qfWNmvq91g2lNpn0Szzmz6+l5y1rPwFgbxXgmAN7YksUK2/2LVWkHRGG4wuW3MqZPp1Ug7fhJt0Dg7ct6HmrqE1qlTdFm1xTz1uSyuyGyeeN1qhNVRquCjRWropeZQNbr5V1QZQES6IbRpukxu19S4NuIPd326RVQJ0wBGcttMk1Vd7KCbau/R2bhu71tgwiuE79QWxskL1Lk2DJ8MpbHhD1FSwpV23br8kQp909qjhj2ris3qsuDz5fRnjt4Q4A4OQiQFjDyFG9wA0+b+V7HNPyw3Gk3cEYgeF1RV1f07ZCcFZLjdfZEIS4Y0KLxn4cpzhfhJ3YH33giExtsq/Pm+orbaFNuqJH5c382XLdZr1pk+6dVcC4mPkOFiargAFZq+E9b1cdvPHG4I3MugdnbIk2mVXeyj1v+uGvqzHzdQMtHNeCNrmpnjeDVcBNyibT+O/S86b6yDZGm+TFypt23SptMi3RJtfTZzL1HQRh3jgeDVyfx8aDQvB2dTYBQL5WNynXDaa/a1n8Pj5vcUefN3pfkqSKIdLlvU2eUZI2mVfentybQXCGl+crWXlrEiypuQezYMl4lSBXsMFnmJsGW5+wbcF/+YNv48NvHBp/x3hVbbKLQAeg0yZTnM6DTgnEPsgrbz1pk5aVatfJaZP2Pm/02eZkziIo0yYtq/yCIYwThHe0yXFgok3GcTooazWYNqkqb1ez6YsWwRKiTQ7N2OabfubLYVCblPdzPRbcIaCFo8sCvGlMfQeOYKNTAAhl4Zyww8J5HUB7xVbTJnXBkrQsWFI16dY3wLVZBUyK9JV4y8eB7vV25cFbS+WN8eFWAQUJ/B4+bwkJlnQ41On+cOV7aENT766kTcYIwhhRnGBn4uBw18fJxQphjVBOu89blbGwrqq0CdctUNkEbGl324Lf912v1e4LNGd0zJcRdib2rB3OpKJllCQ4nwfY67AH9YFSm0zTXjY3tnsJVd48l1sHiU3zpez1Fsf2CSpp0p1KwZK74G39mE1GUJusUa/p+v6ttQpw11V5k/9dZH0hTZW3m47rUHm7vz/BL/7F37sxame5ArwJyd1Nok/PW94/M8otGa9XbxVQpU3qv3fWFGjOsl5YSrJ1Eai4Cjw8mOQ9b0F0pVRo1fNW83UJvobKm3ZI6kObjLPetc6CJXGqkgedgreG/ifydiL/xdnExb09H8dnK6Sp+e9r7XkzHDzzAHIEtUlKHm/xHNk0rptgSRP0PmTC5TLEbNKteiYybYOzy2B02mSuNtmPNZI/v5aet6zy1kW1Oz+vVz976ouCYEkYJ53EkeIkRRDeWQWMAmPlraPsahlDTbqv3ufNYNIdxPC9YnVouGCJfP/lMmswNfS8yevc/KFJY2WbBUsA4GDX39i1TD5vN1KwpANlhW+6543VmyGXfd6qtMn1JF9oXSB6e5em8auA7vV25ZU3p0WwhA1/PsWgpGPljWmVt66CJWmq1ocu80EdBA37CqlN0p40mzg43PVUJbWPz5spidFmxDwEQ5PHNxFDW1m2CTobgtC18gbIQDZOUpxfhp0SiH3gCo4gU3HtE7xZV94cjstl1Emanz7bxLarVt7MokVNn7tYdbufPrg5p6IOqLUKGBAwNEXyNqD3XdVBVXCDVUAUr582mU1iynKW1SZvU+XNUZW37RUs2TTKgiVhlPQ2vt9G9PF5ow1hUz1vTSbdTBMUot/rG+C6+nocweG5XK3TQ5kRY+PhwVR5vcng7ermNAmWsJrva509b0D3hKOqvPWyCkh60ibrqzC+Kw+Z82WkKOKHu77qYTTtea0+byargBH7h9Vh9AYluoZi02JbY6KcNANkf2bXypuTzaGzeYC9DfS8kQVHL8ESy8qp6wik6MZgaqrq6QJGACkd2wuWADJ4u6u8jYCZ7+CyIlhytVYB21B5060C4iQpmB4qwZLBm7787+UqAmOo8IJvU8/bdfB52zRMlbebdCAZRJvcpNpkqguWaL9jKGSA6ypv67hXPcnWpe/gKnC450Fw6fUmaZNX2fPWXHlbe89bL5+3npW3RFOb7DAenIakwsRzEEQJ5gtJQ2OM4XDPx9FJfeVN0SbrfN4oUGPVuTGOYMl4YijXFZv2KB0TsvJW/Nl8GXavvGXU403QJh2hBW89HoFt8E1n5i7aAXVWAQAJlpTUJi3/APq8y1V01/M2Bqa+g8UqrvRuDDkcqOCr56aoKm9XSZtM8kPzKpD/7ymrgPVsDjltMsLUcyqKkrex8rbNgiWbhsOL9N0wTm9Uz9vezMX+jodZl0Zz1fO2mTmh97yVD9hlwZJy0iunugx/Zjq9PRpo5TI2BOe4tye93q6aNknzpe7r4owN7o3Sh2LvnreOlbeyYEmX+UC0J9MYIlbJy4uVOgwf7nqqh9FMm2xO1hrVJok2OcI8dhoqCbcVN6rnjVetAmTlrSttUvahXWyCNulw5Z/Yr/JmSZt0u7efOA3nzDJtMort2T80D2XwdkebXDtmEwdJmqqsANDdM6OMoYvn1VfeWOHQTN+NXxIsWZfa5OUqrChN6r/nN4Dq0Ibc5+0ueCOUBUtumlXAk/sz/I8/8wOdDnBX4fNWZ9LNDbTJoqLe+g5MMy14i+Nk6w+m1Pe2umLaZC5YUkOb5MOfD9O803qpTWZWAV0C8twfbghtsnqvtMcdn63UYfjero8gSgrvLf8N8vNqaJNNgiUjBBO5z+z1D1TWhZsk4lKmTSZpisUqwk5nwRKG03mAFNiIYMlqQM9bF9ok0K/yZprbE79Imwzj1HoM0eetgjurgFEwzfqsSPEQGG7SPTT4cgQDw9VVnJzMXJAQqOAtr7hJs9P1qJRR5a0MdSDY4iz7ukB/613wlsNxZIaRquJhnPSuZm8ruvoXqp63jQmW5FneJK2adCfa76JS0itXxhx+r1OdNpkMs3LZBKRdgKy8XaUIka8qb+P1vAG64mL3yhsFYV2SdBWrgA7rQjNtUj6rl+dLdRg+3PO19xp63lqqAia/w3XZaJgwtG3jJuImVd4o4UFYrCKkQPfKG2c4uVgBwEZ73ur6b5tgO18UbbJL5a2FRr1cFQVL7Ctv+edRRXAs3MqZrmSoM3UpQJZGhyyqQ/nVrsPhOvzKjKnrKm+UxWWMwff4WjYexmRZ2RS0qJ63LT+orQO52uSdYAmBMlx0QIui5Mq8D7cFOW1yM9fTDwrlnjadNrnKqCX6PF7nAbUQvNX4bW0TZOVN9rxNt6HnrUmwZA3Phz6/a8JS713r4vOm0y3169uA7tFMm6TgLa+8HWoKu6aDmyM4GKs/MJqSGCbvt3XhJvV3rQtN9hDXDXrSDIDSbOhceRMcx2crTDwxuhqiK7hiafR5BE0KsTqot6yLVQDNF6NVgEGwxN6kO/+8sc8ttzJ4cx0ZhFQqb4N63oT67F7vF/xKe3tEia62CuOKH5DniPVkbBnD5TKqKE0Ct0yw5Br4vG0a9J2EGWUp2nJz5k3gSgRLan3ectokJXh0imAbnawL9OCti+LXVeFB5vW2uGqrgBaTbs7ZWr5LCrz69rzFHX3edIsBxrpVd5tok46Q54HjsxV2fHkYnngCvisU46QM3xX4m3/m9+DJvZn5Xg3B1Jjz+K7nrYqcSnr9vxPOuTF4mxnOUE2gytvY/W5AMenRzyrAkjZZau2xurcGmrFZsMRuDOnz/Y42OQIYYxWvt3hg5W3mO/jga/u9J8WTezN8+I3D3tcfCkcU6WpBmFQ4xJ7L13Io4zwL3gwHnFyw5OYPTUdwMFQVN28zaFGl4OGmWQX0gfI+3KBgSVonWMJQqbzp68Q6vaxkz1us7mP7aZOy5225unqT7g+9cYDDXfNexNl6eqN4Fth0fdaC9et5E4JnwVv3vbqtMuW7Asda5Y0xhsNdr3G/e+PRbv29Gno/m6haQ3HX81aFe4OqkZwVVX7nyxBTX3Sfe5zh5flq9H43oJjUGSJY0rbuU5DUJWHWpGQ5RLCEMabu+05tciTMJg4uVzltch09b3/9S9/TuYxNeOPxLv6bL3xn7+sPRZmutgqrfRtelokcCs6YXHwMB5zcpPv6L7htcASD74kro8puI2hRpSpweMNMuvvgyitv2vjUK2+0wfmeqa9nDWqTE73ydh0ES6TX24uz5ZVW3jhj+Gt/6lM40Kh/Ohgf3rsMyHHpWJrX6lCVt14+byniuNv7gHYpfd8TiOKkIL1+uOv3XnvMapPj7W03qcq0LuRy8Nf/OymbdF8uI8z87mdNIRheXqxG73cDipWnXoIlljRjb0DPm7Hy5htokz3Eke4qbyOB7AII0UDa5HUHHbro0LwK40oZ2nPWFLzx+p63TR9UrxIffuMQf/qzH73q29gqOKVxGMXJjbIK6ANalzYV5FNlBADiimBJrnq2CuOMgp4/nyYJ5q4gn7c07e4JdhUgr7coTreaCs217PCgz+GsV3AjMgpYH6uAJEnx8nyFg44Ml7b+J6oe66bH9/b83mcCo8/bqIIltyfpaYubVI0sWwX08XgD5NxbBfFGaJOF4K1P5a3Bi614ne5qk25DktFYeevhKXlnFTASpFG3VnmLt/9wMCbyiodWeSsdmg92POxMh2dsGBgWdz1vmPoOPv3xV676NrYKijYZa7TJW5xUATZfjW7qeWM8p+8sg7iyYa6TNjn1BRarqJc0/FWAvN4AGNe2bcFs4mB3Det4uSfaFnrlrZNVAGOIkhTfOLpopCya0NYTRuO4WnnrN+aaKm9j9rzd9rVSR5NIzXWDpLLn/+7j8UafA4xvEwCUK2/d378zcTDx2qmhfUy6m/rpJp7AKojVPidpk13o3Vkv8Mhqk9u7w4yMWany1odHf5OQH5rlChEEMbxS9vgvfP7jvWgyZXDOEKwSoyJbbhVwtwndRlCWNFSVt/TWH0iugjapm3QXehcYU32xq7AqzLFutcnLZR68XYdxQH1v21x5+6k//LG1jCXOWa+quOCSehvHSa/K2zefz/G+J3udrmlDmwSK0uuHu17vMWcS7rH1reqDMT/7usJWrfA6QLdvAYD5srvHG5CPj40Ilmhzpw9r5NUHO/gf/lK7JyoxxDpV3hoCe1q7V0GMqe9k/db2Y8hVlbc72uQo0JXMAFKbvL0LX06b1Cpvpcnge2ItCyHNF2Pl7Rb1vN2hChpfqvJ2R5vcuFWADN7k/5t63uh3yyCq9Bms0+qDaJM0Fq7D+vzwcAoAVypY0gbPXY9q8JDKGyDNb/uYdMvK206nazottMK88pYfiD/2/nv43t/1uNN1CLktgKnnbf3rmfJ5uwGByrpwkwLaas9b2KvyRuNj4z1vPfcDm7/RGyBYYjTpztZuok6GUTebGrEh2uT27jAjYzZxcDoP1L/jDi7qNxH0t0cJ9bxV1SbXBTJsbPR5uwEL7h26gxTsVOUtuhMsobmwsZ637KCQptW+JMYYUuRqk+U5zBkDY2sSLPEdBFGiLAmuw/r88GAC4HbYf3DOwNBPsASQh6IuQgaCM1wsQhyfrfB6T9pkXf+Tn1Gc9MPi+57sda7w6fcKlHzeRLOFwxDcpEBlXXAEl2qoN0AQTO81BmTl7cH+pPPnbJQ2WWJsjAWnl2AJK/xXx9SXnyNFS3zEHUXTHMGkxcjI2dbt3w1HQrXytv0msGPCMVbexhkeNJFNapO3SbDkDmbMJrIfNcmEKtZB1b3OEJvuecuulxiEQjhDQbDEZIwqOAdfk88bAFwsZG/ydVifKXjrcpC4rhCMKaGMTu/TgrdOVgGc4d1n5xCc4cm9aadrtlHo6Hn1VYsuQ9GHtUPfOj0Qy2gyHb6tcB12LdYMG3COtVTeNkmb5Jxp57nxruP1ECxpsgrwXQEGrfLW0WPUEVx5bY6JWzvTZ1k/BUEeUm7t11HteTPQJtcFRZtsqrzdBW+3Fgc7Hs7mIaLMqPu2V974hhMadJ0kSZGkZcEShkSzCvBNCRixnmy3Ct4uJUPiOhxM3/d4D6893LkR2f428MG0yW49b5wzfOv5HK8+2Ol8XfLUrLseGXKv69Blok22ec0Ngaos3u2bCvf3J3jlvtlE/bqBc27oeRsgWLKB4A3IqZNjroeziYOHBxMc1lijmLAzcfFgf2IMgBmTFk7LrLgTd2zdcARTCphj4tbSJqsm3be7541zSXfSK29dJkMXEP1rauh5u00m3XcwY2/m4vwyUHYBt92k20TB2sT1YoOce0GwxKA2CcgD5DrWUqKvnFPl7RocTN94vIv//s9+31XfxkYg+gqWZOM4iuLOlbcoTjv3uwFyDWkak74rsDNx1kZNpmsV1SbHUz9sU9O8jXjj0S7+5p/5PVd9G2uBzngApNrktKdVAGesV9WuD1xHWhOMSfn3XIFf+Iu/t9N7ZhMHv/iX6t8z8QQWWeUt6qiK6wq+kYTzrZ3pu1NX0XEA2et127NWjuDqwByM2PNGG9pdz9sdTNjf8XA6DxDeVd4A6D5vm7leXnlDI21yaVCbBIDP/8Bb+Mib9wbfh+Acvidwfnl9grfbhMGVt6h75Q0AXu8TvInmHhTfEwWPt6FQfod6z9uIrBLX0hPrDtcTB7s+js+W6t/S562f2uTezN1YItAR/Fq2wEivN1nciTraFYk72uS4ONj1cD4PEGcCHdLn7dZ+HQDkBhcXTLrH7XkzqU2OucHd4Xpgb+bh/DJQoiXXgS43JqjpflOCJSQMEkSxwectp02ugtjY2/WZ730Th3vrqdrPfAfn14g2eZsgeF+T7pw22VVtEkBnsRJAJoCa9vfdqbtWKpmqsmnBVG6jsf5xrHre7vbNG4kPvraPr713jjhJkKQpLlf9fd42RZkEZFJhU/vWOrEzdfDu0wsAWWGnS89bT0ZCV9za3fBw10cK4GweIqXG/FuetRKcI0rqrQLWBZvK23VQlrvDONjf8XB2GSoK7223CpDKVZu73r19H1PfwbtPz6uVN6Do8zbSGkGY+g7OF2Fjv9Idrgacs16U5r6VNxqHvWiTgjcGiv/5d7yKv/hHP975c+tgok3SAfDOpPsOXfHWq/sIwhjfPJpjuYqRpv3EdQTn2N+ATQDBdfhG96514cd/39v4P3/jG/i1f/PtzGvWfs46Dh/dJgAY2PP2S7/0S/jVX/1VAMAP/dAP4a/8lb+Cv/pX/yp+4zd+A9OpVIP6mZ/5GXzmM58Zfqdrxt7MBQNwOl9hf0cO5tte7XEEU7TJuqz6OsCYrCaYTAypKnd3ULu92J+5ONdok7f9QMI3IDtcuB5j+NDrB/gP3zit+rxpfkPLEdcIwtQXuLgM73p5thCSNtl9XNJ4ijr6vAnOMfFEL4n0Vx/u4BNv3a/9vecKZfa7DpgYJGOySgRn+I63H+DBQffv5g7bj6nv4LWHO3jnW2eYZYylPpW3D7y6h8O9DVbeMruG64aPf+A+/qs//DH8L//g3/3/7d15cNT14f/x5+ezm93cm5CLHBjISQQClCqgwIgdhIKIiorVqq3f1pN6/MYZj1GHsQXPqTNWKbbjjDMVraitFYtUxBFUPIoVkoCRQ4JgQriDIecevz+WLIcIybLHZ7Ovxz9OiMm+N699fz7v9+d94fP1rQ1it5kReeAcdOdtzZo1fPTRR/zzn//EMAx+85vfsGLFCurq6njppZfIzQ3ucMtIsdtMUpMTONjaRUHWkUNg47zDYLeZgQNx2zrdIds2+USmYZDosJ10ON04MkUs3rOIZ+nJDlqO3bAk3kfEQ7R7Y1+UFbnYsG0/Xt/xDWzDMPCdZtpkKCUdmTYZ77MirMh/VEDf8z9+DWXfpk0W5qQENQ2rMDuFmy4J3cja6fQ8bIhU580wDO6+amTIf69YR0lBOt80HmJIfjpAoBPXF+OHDQx1sU4pwR6bnTeACdX57G1p562PG/o28maefGAi1IJ+hZycHO677z4cDgcJCQmUlpbS2NhIY2MjDz30EDNnzuSZZ57Be2RNmRW5UpwcOtwV2II13p/u2o7ZsKStwx3UxaE3TMMI7CR30u+HaLc6iU1pKQ5a27rp6vb4t/iO0Yt/qJQXuvi/GWdH/DW3NR2iq9vzg90mAxuWdLnDPm0y2Wmntb1ba3ksKOiRt5N0aHrj/BEDmXNheZ9fLxryByRzy6xhJB5zlEagQ6d7mwShpCCdrY0ttHV043TYYmJGSqxuWNJj1oQh/ObiKgYPTO/1z9jtJglhvi/CGXTeysvLGTVqFAANDQ0sW7aMiRMnMm7cOBYsWMCSJUtYu3Ytr7/+esgKG2oZqQ4OtnYGOm/x3kDwT5v04fZ46ez2hG07WdPz/jj/AAAdNUlEQVTkuJvaiWymRt7iWXqKA4/XR8vhrqAOAe5vHAk2xlTmRPQ1hxSk4/X6+G7P4RM2LDl6WGxHd4RG3to1bdKK0pIduILY/OC4kbc+XOfzMpMpK3T1+fWiwTQNzq3KO+7fetoXsdyYlegpLXDRtK+NPS0dQZ3xFg3+kbdolyJ4hmFw3vD8Pt3n0pIdZERgU5gz/gRs3ryZm2++mXvvvZeSkhKee+65wPeuu+463nzzTa666qpe/76srL7vJBWsvOwUOj0+MjL8Bznm5qaR5UqK2Ov3yMlJi/hrnkyi005SsoPkVP+8+aKCDHLCcMilw2HH6fjx9223GbjSkyzzd7FKOeJFarq/DnZ5/R2XH/v7K5fwKi1ysenbg8fVxYMdbnw+/9++q9tLXk5aWPPJzkymta2bzPRE5R0iofo7/r9f/hTo+zTAng1vAAZkpsRNruaRB5Y52WmnvK/Gy98j1kQ7lwFZqSQ5bWxpPER6ijPq5emN1BQHdrsZ9rJa6W/xm8uqgfAvwzqjztsXX3zBHXfcwQMPPMCMGTP4+uuvaWhoYOrUqYD/Im239+0l9u1rPe4wwnBy2kya9rSye8/3ABw80Ia3y32anwqtnJw09hx5/ajz+jjY0s6O7w4C0HG4kz0eT8hfxuP24nTYfvR9G4ZBe1uXJf4ulsonTvh8Phx2k2+bWjAN46R/f+USfoPz0tj07UHaDncG/tYtB9sBaG4+REenm44fqaehysfn8eLx+jDwKe8QsEq9sZkGHq+P779vt0R5IsHt8TJ5dCGezu4ffc9WyUeOZ5VcivPS+F/9bgblplqiPKfj9Xjx+QhrWa2STaiZpnHKwayg56I0NTVx++2389RTTzFjxgzA3+hasGABLS0tdHd38+qrr1pyp8kerlQHhw53BbbHj/e56D1r3to63RhA4inWpZ0J04CkUwxDa81bfDMMg7RkB/sPdcb9MQHRVF7kn6J2/IYl/v92dHnwQUSmTfrLoM9Bf2KGcfMOq7LbTK6bWqlrmgSttNAV9Blv0RCru03GgqA/AS+88AKdnZ089thjgX+7+uqruemmm/jFL36B2+3moosu4uKLLw5JQcMhI9XJwdauwMHU8XQjOZmeowLaOtwkOe1hq3SmaWjNm5xSeoqDfYc6gjoEWEKjrCgD4AcbloB/sxIgIhuWgHYc7W9Mrf8S6bOSAv/GGeHaCTzUYvWct1gQdOftwQcf5MEHHzzp96699tqgCxRJrhQHLYc7A4cBx/vT3Z6jAsL9ZMcwjFOO6vmPCojvLOJdenIC25oOkZmmc4uixZXi4OzBmcedq2UcaWy3dfo7bxp5k2DYdJ6nSJ+VFPhnQ8TKyJtdI29hExufgDBxpTpwe3x839YFaNqkzTRwe70c7ugO2zEB0MuRtzjPIt6lpTg41NZNbmboN8yR3rvn6tHHfd3T1u7o9K+FTYzAId2gkbf+Jh6nTYqcKVeKg2xXYmztNqk6Hhax8QkIk4wUJwD7DnVgGH07MLQ/sttM3B4f7R3hHXmb8tMiBqT/+IjKrAlDGHpWZtheX6wvPdm/1a4a7dbSc41s63RjM42wnzV0dORNn4P+pCfPeL/nivTVnAvLyM9KiXYxeiWWD+m2urjuvDkdNhIdNg4c6tS0HI5Z89bpJjmMc6qrS7NP+f3xwweG7bUlNqQfOSfFrsX9ltIzbbK90x32UTc4Oj1I57z1Lxp5EwnOmMrcaBeh1xLsJoY6b2ER15038A9D7zvUoWl6+BtIHo+PNo87rNMmRU4nPdn/8EAbllhLT1u7vcsd9vVucHTDEl2f+xebNiwR6fcSbNqwJFzivoXuSnWy/1AHdt1Ejkyb9NLl9uKKwAnxIj8m7cjnT9tqW0vPFJj2TjfOMO80CQTWxtrVAuhXNPIm0v8NHpjOoSN7SkhoxX3nLSPVwbfNrZqWA9hNg84uH4c7uskfoI0iJHqOrnlTvbQSw4jstEn/5kY2jbz1Mxp5E+n/yopclB05L1RCK+5bRq4UJ/u/79ATQI4cFeD1hn3DEpHTCax5U+fNUgLTJjs9ERl5A/+mJbo+9y9HR95Uv0VE+irur5yuVAdd3V41DvCvK3FH4Jw3kdNJTbJjoGmTVnP8hiWRuUYkO+3qxPczgXPedNsVEemzuL8j9qzt0rTJo2ve2jrcJDvDt9ukyOnYTJOUpARtWGIxx615i8C0SdDIW39katqkiEjQ4r5llJHqP+tNG5b4jwrwBI4K0MibRJcrxYHdrnppJUenTUZmwxLwd9408ta/2LRhiYhI0OL+juhKPTLyppsINtOkvctDt9urowIk6jLSnBGbmie9c3TDEk9ENiwBSEtOiFhHUSJDI28iIsGL+5bR0WmTuonYbQaHDvu3ddXIm0Tbr38+lCQ9RLCUnsZ2e1dkdpsEuHJymR6u9TMaeRMRCV7ct4xSkxKwmYZ2vcK/5u37tm5AnTeJvgHpidEugpzguGmTEeq86czJ/kcjbyIiwYv7HothGLhSHXoCiH/0sbPbg2kYmqYkIj9w3LRJXSMkSIHOm6H7rohIX8V95w38Z71p2uTRM7WSE+2BRpqISI+exrbb443YyJv0PzbDwDQM3WdERIKguXH4p+V4vL5oFyPqAp03rTMSkZM4tq3tTNB1QoJjmoamTIqIBEkjb0BGqgO7Rt4CxyVovZuInIxhGIEOXKQ2LJH+xzQNLVUQEQmSWunAyLJsDrZ2RrsYUWc7ZtqkiMjJmIaBx+fTtEkJmk0jbyIiQVMrHX/nTQiMPmrapIj8GP86JZ82LJGgaeRNRCR4mjYpAXaNvInIafScqqKRNwmWzdDIm4hIsNR5kwBbYOQtIcolERGr6tkhUJ03CZZG3kREgqfOmwTYTY28icip9RwXoGmTEiybaeiMNxGRIKnzJgGBNW/qvInIjzAN/5EBCXbdPiQ4GnkTEQme7r4SoHPeROR0DMMg0WHTAcsSNJ3zJiISPLXSJcCmkTcROQ3TNLDbNGVSgmfTyJuISNA08iYBR0fetGGJiJycYYDToQc8EjyNvImIBE+dNwnQUQEicjqmYWizEjkjOqRbRCR46rxJQGpSArdeOpyBWcnRLoqIWJRpGDomQM6IaWjapIhIsDTEIsc5Z2hutIsgIhZmGJCozpucAY28iYgETyNvIiLSa6Zp4NS0STkDpmlg026lIiJB0cibiIj0mqFpk3KGhp6VSUqSNsYSEQmGOm8iItJrpoE2LJEzUlroorTQFe1iiIjEpLBMm1y6dCnTp09nypQpLF68OBwvISIiUWCaGnkTERGJlpCPvDU3N/P000/zj3/8A4fDwdVXX83YsWMpKysL9UuJiEiEGRjasERERCRKQj7ytmbNGsaNG0dGRgbJyclMnTqV5cuXh/plREQkCkwTbVgiIiISJSEfedu9ezc5OTmBr3Nzc6mpqen1z2dlpYa6SJaXk5MW7SLIKSgfa1Iu0XHttCpKizLIGXDq8yCVjzUpF2tTPtakXKwrHrMJeefN5/P94N+MPmwJvG9fK17vD39Hf5WTk8aePd9HuxjyI5SPNSmX6CnPTwOP55R/f+VjTcrF2pSPNSkX6+qv2ZimccrBrJBPm8zLy2Pv3r2Br3fv3k1urg5+FhERERERORMh77ydd955fPLJJ+zfv5/29nbeffddJk2aFOqXERERERERiSshnzaZl5fH3XffzfXXX093dzdXXHEF1dXVoX4ZERERERGRuBKWQ7pnzpzJzJkzw/GrRURERERE4lJYDukWERERERGR0FLnTUREREREJAao8yYiIiIiIhID1HkTERERERGJAeq8iYiIiIiIxAB13kRERERERGJAWI4KOBOmaUS7CBEXj+85ligfa1Iu1qZ8rEm5WJvysSblYl39MZvTvSfD5/P5IlQWERERERERCZKmTYqIiIiIiMQAdd5ERERERERigDpvIiIiIiIiMUCdNxERERERkRigzpuIiIiIiEgMUOdNREREREQkBqjzJiIiIiIiEgPUeRMREREREYkB6ryJiIiIiIjEAHXeRMSSfD5ftIsgEnNUb0T6TvVGYok6bxHS2NgY7SKIxJTvv/8e0E1VpC9aWloA1RuRvlC9kViizluYff7550ydOpUHHngg2kWREzQ0NNDQ0BDtYsgJPv/8cy699FJeeOEFAAzDiHKJ5FgNDQ188cUXgBo6VvLf//6Xiy66iN///veA6o3VqN5Yk+qNtW3bto0VK1YAqjfHske7AP3Vtm3beO6559i1axdDhgxhzJgxAHg8Hmw2W5RLJwAPP/wwF154Iddccw0OhyPaxYl7DQ0NPPvsszQ1NbF3715+8pOfAP4Ltm6o1vHss8+SkZFBZWUlqamp0S5O3Dv2XpOcnMzEiRMB8Hq9mKaez1qF6o21qN7Ehtdff52tW7cyZswYBgwYoPbAEfqEhsmTTz5JaWkpL730ElOnTmXTpk0A6rhZgM/nY+3atdTW1lJTU0NNTU20ixT3mpubmTdvHqWlpSxevJhrr72WXbt2AXoSahU+n4/6+no+/fRTmpqaeP/996NdpLjX3t7OH/7wh8C9Zvbs2Wzbtg1ADVCLUL2xHtWb2NDQ0MD777+P2+3mtddeA9Qe6GGbN2/evGgXor9Yvnw5e/fupaioiBkzZnDOOecA8Mknn5CZmcmYMWPweDy6OETB2rVr8Xg8uFwuDMPgs88+o7q6Go/Hw6FDhxgyZAhJSUl6qhNha9euxefzkZ+fz8UXX8zYsWMBWLRoEeeffz6DBw/G6/UqkyhZtWoVHR0dZGRkYLPZqKmpISsri/LycrZu3UpxcTEul0v1JsJWrVpFe3s7+fn5zJo1K3Cvee2116iqqqKqqkr1JopUb6xJ9cbali9fzsGDB0lLS8PpdLJ582a6urqYNm0an332GUVFReTm5qreoM7bGfP5fOzfv5+bb76ZDRs20NzczNKlSxkxYgTp6ekA1NbW8vHHHzNr1ix13CLsu+++4/rrr2f9+vWsXr2azs5OSktLaW9vZ8qUKSQmJvLhhx+SmZnJ4MGD4/6CECnH5rJq1So6OzsZPHgwTqcTgPr6epqamjjvvPOUSRQ0Nzdz4403UldXR21tLfX19Zx99tkkJCQwceJEXC4X69evp7W1lerqamUUIT251NbWUldXx8aNG6moqCA5ORmAr776ig0bNjBlyhRlEgWqN9akemNdJ7ahm5qaePfddxk9ejTZ2dmcc8455OXl0dDQwFdffcWECROUEeq8nTHDMNixYwc7duzgmWee4fzzz6euro6XX36Zyy+/HIDk5GTWr1/P8OHDAx06iYzVq1eTlZXFggULyMzM5IsvvqC2tpbZs2djt9sZNGgQtbW1NDU1MWjQID0NjZATc/nyyy+pqalh/Pjx+Hw+tmzZgsPhYOTIkXrgEQW1tbV4PB6efPJJKioqWLduHStXrmTOnDk4nU6ys7Npampiy5YtZGZmkpeXp3oTAT25PPXUU1RUVFBTU8PKlSuZMmUKAK2trezdu5cRI0aQmJgY5dLGH9Uba1K9sa6TtaFra2sDyyeSkpJITk7G7Xazbt06HA6HZuSgNW8hUVtby86dOwFwOp3ce++9bNq0iffeew/wz69OS0ujtbU1msWMSxs3buSbb74BYNy4cUydOvUH69wuueQSGhsb+fTTT3G73XF9QYiUE3OZMmUKdXV1rF+/HsMwGDBgAB9//LHWiEZJTU0NmzdvBqC4uJhf//rXbNy4kU8++STw/0yaNAmHw8GKFSvo6upSvYmAE3O54YYbjsvFbrfT3NyM3a69yMLtZDvfqd5EX29yUb2xlhPb0Pfdd99xbWiAESNGUFlZyRtvvEFbW1vcP9SN73cfJI/Hc9zXl112GfX19axduzbwb/fddx/PPfccANXV1Xz77besXr06ouWMNz2dY5/PF7iAX3TRRXR0dLB161YcDgfl5eWMHTuWd955J/BzFRUVlJeXx/3FIFz6ksuyZcsAf4d6w4YNLF26NGrljkc9+Vx66aXs3r2buro67HY7BQUFzJkzh5dffjnw/xYWFjJs2DDOOuusaBU3bpwql6uvvprFixcD/o5BbW2t6k0ENDc3A/72gOqNdfQ2F9Ub6/ixNvTChQsDX2dkZDBq1CgmTJigthqaNtlru3fv5vHHH2fy5MnHfXC6u7ux2+14vV7+/ve/M3v2bLxeL3l5eXz66aeUl5eTnZ1NSUkJJSUl5OTkRPFd9E81NTUsWLAAj8dDVVUVhmEEnma63W527NjBli1bGD9+PElJSezcuZNdu3bx05/+FNM0MU2TUaNGMXz4cF0UQiiYXJqbmxk9ejROp5PS0lKKi4tVZ8Kkrq6OZcuWkZiYSHZ2NnB0J6+EhAQOHDjAhx9+yJQpU/D5fHg8Hurr6xk5ciQpKSkYhkF5eTnDhw/XCGkIBZvLsGHDSE9Pp6KigsLCQvLy8qL5Nvqt+vp67rrrLv71r38xZ84cTNNUvbGAYHNRvYmMDRs28M4775Cenk5mZmbg30/Xhq6qqmLAgAEA5OfnM3z4cI2QopG3XmtubmbJkiV88MEHgL/x6Xa7SUhIAOCGG26go6ODv/71r5imyb59+3A6nVRUVAAwcuRIqqqqolX8fqmrq4t7772X+fPnc/nllwfWGPZ8D6CoqIixY8fy3XffBUZ1UlNTaWtrIzk5OXDz1MUgdM40l7S0NAAuvPBC1ZkwWbRoEfPmzWPTpk08//zz1NbWAv7rGvinrkyfPp29e/fyyiuvYBgGHo8ncFPtaRTpYUdonUkuhYWFAIwfP57q6uqovYf+6sCBAzzyyCM8/PDDdHd3M3nyZMA/wqN6Ez1nmovqTXj5fD7++Mc/8tBDD7F9+3aeeOIJ/v3vfwP+jtvp2tAlJSWB36UpxkepxdpLu3fvpqSkhAcffJCPPvrouMb+s88+S2pqKo8++ijz589n06ZNbNiwgZkzZ2KaphYkh0l9fT3t7e3Mnz+fhoYGnn76aUaNGsX48eMDi45fe+013G4306ZNY/78+dTW1rJixQpuv/12QAdAh4Nysb5vv/2WBQsWUFFREXiQAUcfYrz44oskJCRw22238dBDD7Fp0ybWrFnDtddeCyifcFEu1uTz+XjsscdIS0tjyZIlrFq1KvDQ6djRM+UTWcrF+txuNwcPHmTBggUMHTqUJ554InBIfU/HTW3ovjN8J1vdGad6PiA963AGDRqE1+vFNE0WLlzIpEmTePTRRzn33HO58847aWlp4frrr6esrIy5c+cyZMgQDh06xIYNGygqKmLQoEHRfkv9xrHZ2O12iouL2b17d2BaXlJSEpWVlaxZs4bc3FweeeQRrrjiCsrKyrjnnnvIz8+nvr6ezZs3M2LECAYPHhztt9QvKBdrO9k1rampieuuu46lS5eybt06Fi1axKhRowLrcy655BLKy8u56667GDRoEI2NjdTX11NWVqZ1OiGiXKztZNe19vZ2kpKSAH9j0+PxcOedd+LxeNi7dy+33HILJSUlyieMlIu1ney61tzczD333MOUKVNIS0vjD3/4A7Nnz2bgwIHceOONzJo1S23oIKjzdoLu7m5+9atfcfHFF3PFFVcEngw888wzjB07lsrKSsaPH8+4ceN4/PHHOXDgAJWVlQCBjp6Ex7HZzJ49G4fDwZ/+9CfWrVvHCy+8AEBbWxuTJ0/m8ccfZ/DgweoMRIBysbZj87n88stxOp387ne/C+zqOXHiRLxeL/fffz+LFi2isLCQ/Px8QE+kw0m5WNvJ2gI907yWLVvGK6+8wt/+9jfAP7qwadMmzj77bED5hJNysbaTXdfee+89amtreeONN5g3bx4ZGRnMnTuX559/noEDBwbWGaoN3XvasOQEa9as4cUXXyQ1NZW8vDwGDhyIx+Nh5cqVDB06lA8++ICvvvqKzs5ObrnllsCCcn3owu/YbHJycigoKKC6upri4mIKCgro6uoiMTGRxsZGEhISmDRpEkDcnwcSbsrF2k68puXn55ORkcHLL7/M5MmTueyyyygtLaWlpYX6+npmzJgB6JoWbsrF2k7WFuiZinf48GF27dpFRUUF6enpmKYZ2FhJ+YSXcrG2Y/PJzc0lPz+fkpISGhoaOPfcc5k1axYFBQV0dHTwn//8h6uuugpQPn0V93+pzz//nKampsDXjY2N3H333aSmpvLll19y4MABbDYbLS0tzJ07lz179rB06VK2b9/O//73v8DP6UMXeqfKpqamhgMHDpCUlMTQoUNZuXIlDocDgH379jFy5MjAzymb0FIu1naqfNatW0draytjx45lzJgxrFixIvD/HTx4kPPPPz/wtfIJLeVibadrC7S0tAS+l5KSwp49e076e5RPaCkXaztVPuvXr+fAgQMA7N+/n+XLlwf+v46ODn7+858HvlY+fRO3I2/ffPMNv/zlL6mvr+eDDz6gu7ub8vJyWltbmT59Oj6fjzVr1pCdnc2gQYNwOp3cdNNNTJ8+naSkJM466ywGDx6My+XS6EGI9TabrKwszjrrLAzD4O6776auro4///nPpKWlMXPmTBITE5VNCCkXa+tNPh9//DEDBgyguLiYCRMmsHjxYjZu3Mhf/vIXvF4vc+bMCSwml9BQLtbW2+vagAEDAmuksrKyWLJkCQ0NDVxwwQXRfQP9lHKxtr7mM2rUKBYuXMiWLVt4/vnnaW9v55prrtF1LUhx13nr6urCZrPx3nvvUVZWxrx580hNTeWzzz5j69atXHbZZZimyZAhQ1i7dm1gl8lhw4bhcrnweDwYhsHQoUPJyMhQIzSE+prNvn37KCwsJDMzk4kTJzJo0CBGjx7NrbfeSlJSkrIJEeVibX3NZ8+ePRQVFZGdnc20adOoqKhgxIgR3HbbbbqRhpBysbZgrmvFxcWBLEaNGkV6ejpDhgyJ8jvpX5SLtfU1n71791JUVERmZibTpk2jqKiI6upq5s6dq+vaGYibzpvb7ebpp59m6dKlOBwOli1bhs/nY9KkSRQUFJCcnMxbb73FsGHDyMrKAvwnuq9evRrTNKmsrMQwjOMOfpTQCDabVatWkZCQQGVlJS6Xi8LCQm2EEULKxdpCkU9ycjJZWVna1SuElIu1nUk+Npst0BbIzMxUByGElIu1heK6lpqaSn5+vtoDIRAXk0z379/PHXfcQVtbGxdccAFvvfUWQ4cOpampiZ07d+J0OqmqqmL06NG8/fbbgZ8bMWIExcXF2Gw2tClneCgba1Iu1qZ8rEm5WJvysSblYm3Kx3ri4pDu/fv3s3//fhYuXAjAtm3bWLduHVVVVbz55pvMnTsXl8vFwIED2bZtG52dndjtdmw2G7feemvguAAJPWVjTcrF2pSPNSkXa1M+1qRcrE35WE9cjLylpaUxbdo0du/eDUBhYSG5ubmMHDmSr7/+OjDs7nA46Orqwul0Brae1YcuvJSNNSkXa1M+1qRcrE35WJNysTblYz1xseYtJSWFkpKSwDzcJ554gokTJzJt2jQ8Hg9PPvkkO3fu5NVXX2X27NmUl5frMMcIUTbWpFysTflYk3KxNuVjTcrF2pSP9Ri+OJuIumPHDq677jrefvttUlNT2b59O9u3b6e1tZXq6mqKioqiXcS4pWysSblYm/KxJuVibcrHmpSLtSkfa4iLNW/H2rFjBz/72c/Ys2cPd955Jy6Xi/vvv5+cnJxoFy3uKRtrUi7WpnysSblYm/KxJuVibcrHGuKu81ZfX8/ixYupra3lyiuv5Morr4x2keQIZWNNysXalI81KRdrUz7WpFysTflYQ9xNm3zjjTfYtWsXv/3tb3E4HNEujhxD2ViTcrE25WNNysXalI81KRdrUz7WEHedNy2itC5lY03KxdqUjzUpF2tTPtakXKxN+VhD3HXeREREREREYlFcnPMmIiIiIiIS69R5ExERERERiQHqvImIiIiIiMQAdd5ERERERERigDpvIiIiIiIiMUCdNxERERERkRjw/wFotnBDds+lKQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "probav_time_series.plot(linewidth=1.2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot CHIRPS Precipitation Time Series"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x127ee9940>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "chirps_time_series.plot(linewidth=1.2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Reshape Data and plot\n",
    "Let's bring all Time Series on an equal base, reshape and join them in one data frame. Creating Pair Plots in order to take a closer look into the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "monthly_chirps = monthly_chirps['2014-04':'2017-04']\n",
    "monthly_landsat = monthly_landsat['2014-04':'2017-04']\n",
    "monthly_probav = monthly_probav['2014-04':'2017-04']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "monthly = pd.DataFrame({'landsat': monthly_landsat['ndvi'],\n",
    "                        'chirps': monthly_chirps['precipitation'],\n",
    "                        'probav':monthly_probav['ndvi']},index = monthly_chirps.index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/rkopei/venv/lib/python3.7/site-packages/seaborn/axisgrid.py:2065: UserWarning: The `size` parameter has been renamed to `height`; pleaes update your code.\n",
      "  warnings.warn(msg, UserWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x12e2095c0>"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 705.6x504 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(monthly, x_vars=['landsat', 'probav'], y_vars=['chirps'], size=7, aspect=0.7)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Linear Regression comparing Sklearn and Statsmodels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Intercept     4.081701\n",
      "landsat      14.312617\n",
      "dtype: float64\n"
     ]
    }
   ],
   "source": [
    "# Statsmodels\n",
    "lm_1 = smf.ols(formula='chirps ~ landsat', data=monthly).fit()\n",
    "\n",
    "# Print the coefficients\n",
    "print(lm_1.params)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Intercept:  4.081700556631769\n",
      "landsat:  14.312617180230179\n"
     ]
    }
   ],
   "source": [
    "# Sklearn\n",
    "\n",
    "cols = ['landsat']\n",
    "X = monthly[cols]\n",
    "y = monthly.chirps\n",
    "\n",
    "# instantiate and fit\n",
    "lm_2 = LinearRegression()\n",
    "lm_2.fit(X, y)\n",
    "\n",
    "# print the coefficients\n",
    "print('Intercept: ', lm_2.intercept_)\n",
    "print('landsat: ', lm_2.coef_[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot Least Square Line"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/rkopei/venv/lib/python3.7/site-packages/seaborn/axisgrid.py:2262: UserWarning: The `size` paramter has been renamed to `height`; please update your code.\n",
      "  warnings.warn(msg, UserWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x12abdd668>"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(\"probav\", \"chirps\", data=monthly, size=7, kind='reg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x12c6a33c8>"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(\"landsat\", \"chirps\", data=monthly, size=7, kind='reg')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Linear Regression Prediction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>OLS Regression Results</caption>\n",
       "<tr>\n",
       "  <th>Dep. Variable:</th>         <td>chirps</td>      <th>  R-squared:         </th> <td>   0.034</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Model:</th>                   <td>OLS</td>       <th>  Adj. R-squared:    </th> <td>  -0.054</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th> <td>  0.3829</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Date:</th>             <td>Wed, 09 Oct 2019</td> <th>  Prob (F-statistic):</th>  <td> 0.766</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Time:</th>                 <td>16:37:16</td>     <th>  Log-Likelihood:    </th> <td> -122.06</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>No. Observations:</th>      <td>    37</td>      <th>  AIC:               </th> <td>   252.1</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Residuals:</th>          <td>    33</td>      <th>  BIC:               </th> <td>   258.6</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Model:</th>              <td>     3</td>      <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Covariance Type:</th>      <td>nonrobust</td>    <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "         <td></td>           <th>coef</th>     <th>std err</th>      <th>t</th>      <th>P>|t|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Intercept</th>      <td>    6.0991</td> <td>   14.876</td> <td>    0.410</td> <td> 0.684</td> <td>  -24.166</td> <td>   36.364</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>landsat</th>        <td>    2.9669</td> <td>   54.153</td> <td>    0.055</td> <td> 0.957</td> <td> -107.208</td> <td>  113.142</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>probav</th>         <td>   -0.0199</td> <td>    0.179</td> <td>   -0.111</td> <td> 0.912</td> <td>   -0.384</td> <td>    0.344</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>landsat:probav</th> <td>    0.1133</td> <td>    0.597</td> <td>    0.190</td> <td> 0.851</td> <td>   -1.101</td> <td>    1.328</td>\n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "  <th>Omnibus:</th>       <td> 8.845</td> <th>  Durbin-Watson:     </th> <td>   1.090</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Prob(Omnibus):</th> <td> 0.012</td> <th>  Jarque-Bera (JB):  </th> <td>   7.822</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Skew:</th>          <td> 1.079</td> <th>  Prob(JB):          </th> <td>  0.0200</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Kurtosis:</th>      <td> 3.643</td> <th>  Cond. No.          </th> <td>4.59e+03</td>\n",
       "</tr>\n",
       "</table><br/><br/>Warnings:<br/>[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.<br/>[2] The condition number is large, 4.59e+03. This might indicate that there are<br/>strong multicollinearity or other numerical problems."
      ],
      "text/plain": [
       "<class 'statsmodels.iolib.summary.Summary'>\n",
       "\"\"\"\n",
       "                            OLS Regression Results                            \n",
       "==============================================================================\n",
       "Dep. Variable:                 chirps   R-squared:                       0.034\n",
       "Model:                            OLS   Adj. R-squared:                 -0.054\n",
       "Method:                 Least Squares   F-statistic:                    0.3829\n",
       "Date:                Wed, 09 Oct 2019   Prob (F-statistic):              0.766\n",
       "Time:                        16:37:16   Log-Likelihood:                -122.06\n",
       "No. Observations:                  37   AIC:                             252.1\n",
       "Df Residuals:                      33   BIC:                             258.6\n",
       "Df Model:                           3                                         \n",
       "Covariance Type:            nonrobust                                         \n",
       "==================================================================================\n",
       "                     coef    std err          t      P>|t|      [0.025      0.975]\n",
       "----------------------------------------------------------------------------------\n",
       "Intercept          6.0991     14.876      0.410      0.684     -24.166      36.364\n",
       "landsat            2.9669     54.153      0.055      0.957    -107.208     113.142\n",
       "probav            -0.0199      0.179     -0.111      0.912      -0.384       0.344\n",
       "landsat:probav     0.1133      0.597      0.190      0.851      -1.101       1.328\n",
       "==============================================================================\n",
       "Omnibus:                        8.845   Durbin-Watson:                   1.090\n",
       "Prob(Omnibus):                  0.012   Jarque-Bera (JB):                7.822\n",
       "Skew:                           1.079   Prob(JB):                       0.0200\n",
       "Kurtosis:                       3.643   Cond. No.                     4.59e+03\n",
       "==============================================================================\n",
       "\n",
       "Warnings:\n",
       "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
       "[2] The condition number is large, 4.59e+03. This might indicate that there are\n",
       "strong multicollinearity or other numerical problems.\n",
       "\"\"\""
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lm = smf.ols(formula='chirps ~ landsat*probav', data=monthly).fit()\n",
    "lm.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [],
   "source": [
    "model_linear_pred = lm.predict()\n",
    "monthly['pred']=model_linear_pred"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1309b61d0>"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "normalize(monthly).plot(linewidth=1.2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
